update: fixed plots

data/imputation_no/splits_all/tasks_all/datasets_all/pareto_front_improvability_vs_time_infer.png.zip

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data/imputation_no/splits_all/tasks_all/datasets_all/website_leaderboard.csv

@@ -1,51 +1,51 @@
-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1679.0,+64/-51,0.789,6.94,3.2,5.507,582.21,6.116,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1626.0,+89/-60,0.739,8.58,2.9,4.753,2040.22,8.92,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1580.0,+73/-54,0.68,10.27,3.97,5.726,2040.22,1.218,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1546.0,+72/-52,0.654,11.6,4.97,6.429,5.81,0.645,0.0,False,GPU
-4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1539.0,+55/-51,0.549,11.93,5.37,8.693,1735.72,2.559,0.0,False,CPU
-5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1536.0,+57/-48,0.556,12.03,6.93,8.739,2950.72,11.988,0.0,False,GPU
-6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1479.0,+65/-53,0.523,14.61,4.53,8.827,4907.64,286.652,0.0,False,GPU
-7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1466.0,+56/-43,0.428,15.26,8.29,10.223,3285.87,1.472,0.0,False,GPU
-8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1450.0,+36/-31,0.378,16.06,11.15,11.452,416.98,2.639,0.0,False,CPU
-9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1445.0,+46/-48,0.379,16.28,8.65,10.227,2950.72,0.663,0.0,False,GPU
-10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1432.0,+44/-43,0.36,16.98,10.14,10.958,1658.41,0.653,0.0,False,CPU
-11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1420.0,+60/-58,0.419,17.58,6.04,10.229,4907.64,39.96,0.0,False,GPU
-12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1419.0,+42/-44,0.345,17.6,9.69,11.142,1658.41,0.081,0.0,False,CPU
-13,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1409.0,+82/-54,0.385,18.12,7.61,11.442,4621.67,8.149,0.0,False,GPU
-14,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1404.0,+56/-47,0.341,18.38,9.66,11.14,3285.87,0.173,0.0,False,GPU
-15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1400.0,+31/-30,0.28,18.63,13.38,12.143,416.98,0.334,0.0,False,CPU
-16,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1389.0,+35/-36,0.296,19.21,12.62,12.22,693.49,1.69,0.0,False,CPU
-17,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1378.0,+41/-42,0.315,19.76,11.31,12.023,6.83,0.08,0.0,False,CPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1371.0,+45/-40,0.243,20.17,10.17,11.984,4621.67,0.475,0.0,False,GPU
-19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1366.0,+49/-41,0.267,20.45,11.91,12.584,846.88,2.552,0.0,False,GPU
-20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1363.0,+31/-33,0.241,20.59,14.97,12.54,693.49,0.308,0.0,False,CPU
-21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1339.0,+70/-60,0.336,21.91,7.2,12.933,47.62,43.739,0.0,False,GPU
-22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1313.0,+46/-38,0.198,23.35,14.43,13.883,846.88,0.13,0.0,False,GPU
-23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1305.0,+54/-47,0.236,23.79,14.16,13.655,10.49,0.132,0.0,False,GPU
-24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1299.0,+50/-50,0.164,24.11,16.52,13.439,2874.67,1.952,0.0,False,CPU
-25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1282.0,+43/-40,0.171,25.07,16.13,15.191,2929.85,0.422,0.0,False,CPU
-26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1257.0,+44/-44,0.123,26.41,15.77,15.566,14.87,0.308,0.0,False,GPU
-27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1243.0,+47/-43,0.121,27.22,17.59,15.868,2929.85,0.051,0.0,False,CPU
-28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1240.0,+36/-41,0.086,27.36,19.31,14.957,10.06,1.689,0.0,False,GPU
-29,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1219.0,+39/-38,0.091,28.49,20.6,15.422,1.94,0.123,0.0,False,CPU
-30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1219.0,+52/-61,0.134,28.51,17.29,16.343,593.24,4.467,0.0,False,CPU
-31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1218.0,+41/-47,0.078,28.58,20.1,15.309,2874.67,0.131,0.0,False,CPU
-32,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1212.0,+46/-42,0.101,28.89,19.17,16.88,183.02,0.761,0.0,False,CPU
-33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1208.0,+46/-48,0.115,29.06,19.52,17.03,7.32,0.05,0.0,False,CPU
-34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1190.0,+35/-29,0.048,30.03,26.04,16.049,1.96,0.142,0.0,False,CPU
-35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1179.0,+55/-48,0.076,30.61,20.12,17.756,373.18,0.771,0.0,False,CPU
-36,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1172.0,+47/-52,0.076,30.96,19.36,17.853,183.02,0.091,0.0,False,CPU
-37,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1153.0,+52/-55,0.057,31.96,21.29,17.842,593.24,0.306,0.0,False,CPU
-38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1141.0,+49/-46,0.052,32.55,19.95,18.528,373.18,0.085,0.0,False,CPU
-39,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1073.0,+35/-48,0.012,35.84,28.74,19.694,9.99,0.126,0.0,False,CPU
-40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1043.0,+62/-61,0.036,37.16,29.18,23.269,3.23,0.919,0.0,False,GPU
-41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1005.0,+59/-60,0.013,38.74,28.39,22.719,2.86,0.373,0.0,False,CPU
-42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+45/-50,0.006,38.93,34.17,23.485,0.43,0.054,0.0,False,CPU
-43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,998.0,+63/-88,0.016,39.0,27.81,25.352,129.01,1.802,0.0,False,CPU
-44,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,980.0,+59/-71,0.011,39.69,34.68,24.998,0.25,0.05,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,970.0,+64/-97,0.032,40.07,30.33,31.269,237.58,0.424,0.0,False,CPU
-46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,940.0,+71/-111,0.023,41.15,31.63,31.88,237.58,0.085,0.0,False,CPU
-47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,888.0,+68/-108,0.003,42.8,32.9,30.599,129.01,0.18,0.0,False,CPU
-48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,853.0,+76/-133,0.014,43.79,34.99,34.618,1.19,0.12,0.0,False,CPU
-49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,636.0,+89/-113,0.0,47.95,43.9,44.269,0.19,0.036,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1679.0,+64/-51,5.507,0.789,6.94,3.2,582.21,6.116,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1626.0,+89/-60,4.753,0.739,8.58,2.9,2040.22,8.92,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1580.0,+73/-54,5.726,0.68,10.27,3.97,2040.22,1.218,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1546.0,+72/-52,6.429,0.654,11.6,4.97,5.81,0.645,✔️,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1539.0,+55/-51,8.693,0.549,11.93,5.37,1735.72,2.559,✔️,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1536.0,+57/-48,8.739,0.556,12.03,6.93,2950.72,11.988,✔️,0.0,False,GPU
+6,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1479.0,+65/-53,8.827,0.523,14.61,4.53,4907.64,286.652,✔️,0.0,False,GPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1466.0,+56/-43,10.223,0.428,15.26,8.29,3285.87,1.472,✔️,0.0,False,GPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1450.0,+36/-31,11.452,0.378,16.06,11.15,416.98,2.639,✔️,0.0,False,CPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1445.0,+46/-48,10.227,0.379,16.28,8.65,2950.72,0.663,✔️,0.0,False,GPU
+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1432.0,+44/-43,10.958,0.36,16.98,10.14,1658.41,0.653,✔️,0.0,False,CPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1420.0,+60/-58,10.229,0.419,17.58,6.04,4907.64,39.96,✔️,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1419.0,+42/-44,11.142,0.345,17.6,9.69,1658.41,0.081,✔️,0.0,False,CPU
+13,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1409.0,+82/-54,11.442,0.385,18.12,7.61,4621.67,8.149,✔️,0.0,False,GPU
+14,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1404.0,+56/-47,11.14,0.341,18.38,9.66,3285.87,0.173,✔️,0.0,False,GPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1400.0,+31/-30,12.143,0.28,18.63,13.38,416.98,0.334,✔️,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1389.0,+35/-36,12.22,0.296,19.21,12.62,693.49,1.69,✔️,0.0,False,CPU
+17,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1378.0,+41/-42,12.023,0.315,19.76,11.31,6.83,0.08,✔️,0.0,False,CPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1371.0,+45/-40,11.984,0.243,20.17,10.17,4621.67,0.475,✔️,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1366.0,+49/-41,12.584,0.267,20.45,11.91,846.88,2.552,✔️,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1363.0,+31/-33,12.54,0.241,20.59,14.97,693.49,0.308,✔️,0.0,False,CPU
+21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1339.0,+70/-60,12.933,0.336,21.91,7.2,47.62,43.739,✔️,0.0,False,GPU
+22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1313.0,+46/-38,13.883,0.198,23.35,14.43,846.88,0.13,✔️,0.0,False,GPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1305.0,+54/-47,13.655,0.236,23.79,14.16,10.49,0.132,✔️,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1299.0,+50/-50,13.439,0.164,24.11,16.52,2874.67,1.952,✔️,0.0,False,CPU
+25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1282.0,+43/-40,15.191,0.171,25.07,16.13,2929.85,0.422,✔️,0.0,False,CPU
+26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1257.0,+44/-44,15.566,0.123,26.41,15.77,14.87,0.308,✔️,0.0,False,GPU
+27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1243.0,+47/-43,15.868,0.121,27.22,17.59,2929.85,0.051,✔️,0.0,False,CPU
+28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1240.0,+36/-41,14.957,0.086,27.36,19.31,10.06,1.689,✔️,0.0,False,GPU
+29,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1219.0,+39/-38,15.422,0.091,28.49,20.6,1.94,0.123,✔️,0.0,False,CPU
+30,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1219.0,+52/-61,16.343,0.134,28.51,17.29,593.24,4.467,✔️,0.0,False,CPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1218.0,+41/-47,15.309,0.078,28.58,20.1,2874.67,0.131,✔️,0.0,False,CPU
+32,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1212.0,+46/-42,16.88,0.101,28.89,19.17,183.02,0.761,✔️,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1208.0,+46/-48,17.03,0.115,29.06,19.52,7.32,0.05,✔️,0.0,False,CPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1190.0,+35/-29,16.049,0.048,30.03,26.04,1.96,0.142,✔️,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1179.0,+55/-48,17.756,0.076,30.61,20.12,373.18,0.771,✔️,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1172.0,+47/-52,17.853,0.076,30.96,19.36,183.02,0.091,✔️,0.0,False,CPU
+37,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1153.0,+52/-55,17.842,0.057,31.96,21.29,593.24,0.306,✔️,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1141.0,+49/-46,18.528,0.052,32.55,19.95,373.18,0.085,✔️,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1073.0,+35/-48,19.694,0.012,35.84,28.74,9.99,0.126,✔️,0.0,False,CPU
+40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1043.0,+62/-61,23.269,0.036,37.16,29.18,3.23,0.919,✔️,0.0,False,GPU
+41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1005.0,+59/-60,22.719,0.013,38.74,28.39,2.86,0.373,✔️,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+45/-50,23.485,0.006,38.93,34.17,0.43,0.054,✔️,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),998.0,+63/-88,25.352,0.016,39.0,27.81,129.01,1.802,✔️,0.0,False,CPU
+44,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),980.0,+59/-71,24.998,0.011,39.69,34.68,0.25,0.05,✔️,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),970.0,+64/-97,31.269,0.032,40.07,30.33,237.58,0.424,✔️,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),940.0,+71/-111,31.88,0.023,41.15,31.63,237.58,0.085,✔️,0.0,False,CPU
+47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),888.0,+68/-108,30.599,0.003,42.8,32.9,129.01,0.18,✔️,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),853.0,+76/-133,34.618,0.014,43.79,34.99,1.19,0.12,✔️,0.0,False,CPU
+49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),636.0,+89/-113,44.269,0.0,47.95,43.9,0.19,0.036,✔️,0.0,False,CPU

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-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1825.0,+86/-46,0.836,5.78,2.85,2.566,289.53,3.187,0.0,False,GPU
-1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1804.0,+82/-49,0.808,6.29,3.08,2.669,432.35,4.085,0.0,False,CPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1676.0,+164/-124,0.66,10.21,3.09,5.382,735.58,11.736,0.0,False,GPU
-3,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1649.0,+109/-94,0.581,11.21,6.96,5.684,1719.82,1.675,0.0,False,GPU
-4,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1635.0,+125/-116,0.598,11.74,6.46,5.75,2526.28,6.013,0.0,False,GPU
-5,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1621.0,+86/-63,0.539,12.33,6.64,5.585,777.59,0.25,0.0,False,CPU
-6,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1620.0,+145/-112,0.591,12.34,5.04,6.097,735.58,1.386,0.0,False,GPU
-7,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1610.0,+94/-69,0.541,12.74,5.67,5.783,777.59,0.052,0.0,False,CPU
-8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1602.0,+76/-56,0.493,13.08,8.87,7.351,131.56,2.639,0.0,False,CPU
-9,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1567.0,+105/-96,0.524,14.58,7.14,5.97,3.24,0.031,0.0,False,CPU
-10,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1560.0,+87/-61,0.447,14.9,8.9,7.478,282.13,0.563,0.0,False,CPU
-11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1549.0,+116/-94,0.405,15.39,8.76,7.016,1719.82,0.081,0.0,False,GPU
-12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1546.0,+155/-99,0.478,15.51,7.63,6.906,1.88,0.645,0.0,False,GPU
-13,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1542.0,+155/-95,0.426,15.7,7.33,7.41,1993.14,0.619,0.0,False,GPU
-14,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1534.0,+141/-125,0.48,16.05,4.17,7.024,4786.55,444.544,0.0,False,GPU
-15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1512.0,+80/-65,0.342,17.07,11.95,8.574,131.56,0.132,0.0,False,CPU
-16,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1510.0,+69/-51,0.356,17.18,13.18,8.062,282.13,0.066,0.0,False,CPU
-17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1490.0,+152/-101,0.36,18.13,8.42,8.168,1993.14,0.061,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1481.0,+107/-91,0.32,18.51,12.5,8.151,2526.28,0.349,0.0,False,GPU
-19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1438.0,+108/-100,0.271,20.59,12.75,9.676,566.74,0.951,0.0,False,GPU
-20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1412.0,+122/-124,0.296,21.86,8.61,9.655,4786.55,42.641,0.0,False,GPU
-21,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1387.0,+71/-71,0.179,23.12,16.95,9.424,1770.56,1.069,0.0,False,CPU
-22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1382.0,+97/-96,0.191,23.34,18.62,11.377,566.74,0.06,0.0,False,GPU
-23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1371.0,+104/-120,0.234,23.89,14.51,9.928,0.49,0.053,0.0,False,CPU
-24,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1339.0,+130/-140,0.221,25.48,10.01,12.451,46.62,43.739,0.0,False,GPU
-25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1334.0,+119/-133,0.194,25.72,17.81,12.922,1517.65,0.134,0.0,False,CPU
-26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1328.0,+132/-111,0.177,26.01,17.36,11.007,5.16,0.074,0.0,False,GPU
-27,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1302.0,+77/-82,0.096,27.27,23.36,11.463,8.06,0.25,0.0,False,GPU
-28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1280.0,+84/-70,0.046,28.34,25.52,12.214,6.75,0.235,0.0,False,GPU
-29,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1275.0,+78/-77,0.055,28.58,24.36,11.211,1770.56,0.051,0.0,False,CPU
-30,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1271.0,+110/-134,0.125,28.79,22.32,13.812,1517.65,0.015,0.0,False,CPU
-31,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1258.0,+62/-73,0.051,29.37,27.19,11.863,0.29,0.045,0.0,False,CPU
-32,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1249.0,+86/-79,0.039,29.81,24.11,12.418,66.0,0.341,0.0,False,CPU
-33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1220.0,+97/-140,0.085,31.14,26.84,15.399,3.12,0.016,0.0,False,CPU
-34,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1216.0,+97/-87,0.04,31.35,25.48,13.131,66.0,0.024,0.0,False,CPU
-35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1214.0,+108/-138,0.071,31.42,25.0,14.369,351.94,1.658,0.0,False,CPU
-36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1206.0,+71/-86,0.021,31.77,29.62,12.542,36.48,0.329,0.0,False,CPU
-37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1158.0,+63/-76,0.006,33.91,32.33,13.771,36.48,0.037,0.0,False,CPU
-38,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1118.0,+67/-72,0.0,35.56,34.12,15.534,2.18,0.039,0.0,False,CPU
-39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1102.0,+85/-108,0.021,36.21,32.28,16.646,351.94,0.114,0.0,False,CPU
-40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1046.0,+145/-191,0.018,38.34,33.71,23.683,2.49,0.145,0.0,False,GPU
-41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1022.0,+138/-176,0.024,39.18,35.21,20.34,1.51,0.111,0.0,False,CPU
-42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+60/-87,0.0,39.92,39.15,18.698,0.2,0.021,0.0,False,CPU
-43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,998.0,+87/-126,0.006,39.99,34.2,22.252,150.3,10.071,0.0,False,CPU
-44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,950.0,+152/-228,0.005,41.48,38.36,31.109,43.64,0.081,0.0,False,CPU
-45,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,940.0,+106/-141,0.002,41.8,40.36,21.813,0.11,0.028,0.0,False,CPU
-46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,897.0,+156/-249,0.003,42.99,40.6,32.052,43.64,0.018,0.0,False,CPU
-47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,813.0,+58/-95,0.0,44.96,44.7,28.248,150.3,0.482,0.0,False,CPU
-48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,785.0,+139/-247,0.0,45.52,44.41,34.158,0.19,0.019,0.0,False,CPU
-49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,566.0,+107/-159,0.0,48.53,48.44,42.214,0.1,0.072,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1825.0,+86/-46,2.566,0.836,5.78,2.85,289.53,3.187,✔️,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1804.0,+82/-49,2.669,0.808,6.29,3.08,432.35,4.085,✔️,0.0,False,CPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1676.0,+164/-124,5.382,0.66,10.21,3.09,735.58,11.736,✔️,0.0,False,GPU
+3,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1649.0,+109/-94,5.684,0.581,11.21,6.96,1719.82,1.675,✔️,0.0,False,GPU
+4,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1635.0,+125/-116,5.75,0.598,11.74,6.46,2526.28,6.013,✔️,0.0,False,GPU
+5,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1621.0,+86/-63,5.585,0.539,12.33,6.64,777.59,0.25,✔️,0.0,False,CPU
+6,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1620.0,+145/-112,6.097,0.591,12.34,5.04,735.58,1.386,✔️,0.0,False,GPU
+7,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1610.0,+94/-69,5.783,0.541,12.74,5.67,777.59,0.052,✔️,0.0,False,CPU
+8,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1602.0,+76/-56,7.351,0.493,13.08,8.87,131.56,2.639,✔️,0.0,False,CPU
+9,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1567.0,+105/-96,5.97,0.524,14.58,7.14,3.24,0.031,✔️,0.0,False,CPU
+10,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1560.0,+87/-61,7.478,0.447,14.9,8.9,282.13,0.563,✔️,0.0,False,CPU
+11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1549.0,+116/-94,7.016,0.405,15.39,8.76,1719.82,0.081,✔️,0.0,False,GPU
+12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1546.0,+155/-99,6.906,0.478,15.51,7.63,1.88,0.645,✔️,0.0,False,GPU
+13,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1542.0,+155/-95,7.41,0.426,15.7,7.33,1993.14,0.619,✔️,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1534.0,+141/-125,7.024,0.48,16.05,4.17,4786.55,444.544,✔️,0.0,False,GPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1512.0,+80/-65,8.574,0.342,17.07,11.95,131.56,0.132,✔️,0.0,False,CPU
+16,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1510.0,+69/-51,8.062,0.356,17.18,13.18,282.13,0.066,✔️,0.0,False,CPU
+17,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1490.0,+152/-101,8.168,0.36,18.13,8.42,1993.14,0.061,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1481.0,+107/-91,8.151,0.32,18.51,12.5,2526.28,0.349,✔️,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1438.0,+108/-100,9.676,0.271,20.59,12.75,566.74,0.951,✔️,0.0,False,GPU
+20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1412.0,+122/-124,9.655,0.296,21.86,8.61,4786.55,42.641,✔️,0.0,False,GPU
+21,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1387.0,+71/-71,9.424,0.179,23.12,16.95,1770.56,1.069,✔️,0.0,False,CPU
+22,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1382.0,+97/-96,11.377,0.191,23.34,18.62,566.74,0.06,✔️,0.0,False,GPU
+23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1371.0,+104/-120,9.928,0.234,23.89,14.51,0.49,0.053,✔️,0.0,False,CPU
+24,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1339.0,+130/-140,12.451,0.221,25.48,10.01,46.62,43.739,✔️,0.0,False,GPU
+25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1334.0,+119/-133,12.922,0.194,25.72,17.81,1517.65,0.134,✔️,0.0,False,CPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1328.0,+132/-111,11.007,0.177,26.01,17.36,5.16,0.074,✔️,0.0,False,GPU
+27,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1302.0,+77/-82,11.463,0.096,27.27,23.36,8.06,0.25,✔️,0.0,False,GPU
+28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1280.0,+84/-70,12.214,0.046,28.34,25.52,6.75,0.235,✔️,0.0,False,GPU
+29,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1275.0,+78/-77,11.211,0.055,28.58,24.36,1770.56,0.051,✔️,0.0,False,CPU
+30,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1271.0,+110/-134,13.812,0.125,28.79,22.32,1517.65,0.015,✔️,0.0,False,CPU
+31,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1258.0,+62/-73,11.863,0.051,29.37,27.19,0.29,0.045,✔️,0.0,False,CPU
+32,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1249.0,+86/-79,12.418,0.039,29.81,24.11,66.0,0.341,✔️,0.0,False,CPU
+33,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1220.0,+97/-140,15.399,0.085,31.14,26.84,3.12,0.016,✔️,0.0,False,CPU
+34,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1216.0,+97/-87,13.131,0.04,31.35,25.48,66.0,0.024,✔️,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1214.0,+108/-138,14.369,0.071,31.42,25.0,351.94,1.658,✔️,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1206.0,+71/-86,12.542,0.021,31.77,29.62,36.48,0.329,✔️,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1158.0,+63/-76,13.771,0.006,33.91,32.33,36.48,0.037,✔️,0.0,False,CPU
+38,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1118.0,+67/-72,15.534,0.0,35.56,34.12,2.18,0.039,✔️,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1102.0,+85/-108,16.646,0.021,36.21,32.28,351.94,0.114,✔️,0.0,False,CPU
+40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1046.0,+145/-191,23.683,0.018,38.34,33.71,2.49,0.145,✔️,0.0,False,GPU
+41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1022.0,+138/-176,20.34,0.024,39.18,35.21,1.51,0.111,✔️,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+60/-87,18.698,0.0,39.92,39.15,0.2,0.021,✔️,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),998.0,+87/-126,22.252,0.006,39.99,34.2,150.3,10.071,✔️,0.0,False,CPU
+44,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),950.0,+152/-228,31.109,0.005,41.48,38.36,43.64,0.081,✔️,0.0,False,CPU
+45,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),940.0,+106/-141,21.813,0.002,41.8,40.36,0.11,0.028,✔️,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),897.0,+156/-249,32.052,0.003,42.99,40.6,43.64,0.018,✔️,0.0,False,CPU
+47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),813.0,+58/-95,28.248,0.0,44.96,44.7,150.3,0.482,✔️,0.0,False,CPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),785.0,+139/-247,34.158,0.0,45.52,44.41,0.19,0.019,✔️,0.0,False,CPU
+49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),566.0,+107/-159,42.214,0.0,48.53,48.44,0.1,0.072,✔️,0.0,False,CPU

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-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1640.0,+68/-54,0.769,7.42,3.38,6.733,659.63,7.444,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1625.0,+97/-63,0.772,7.9,2.83,4.491,2289.05,8.049,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1580.0,+79/-58,0.717,9.4,3.65,5.571,2289.05,1.143,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1565.0,+86/-62,0.728,9.98,4.34,6.23,6.76,0.636,0.0,False,GPU
-4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1506.0,+68/-49,0.546,12.38,6.91,10.012,3770.75,21.902,0.0,False,GPU
-5,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1470.0,+83/-61,0.54,14.01,4.71,9.579,5119.36,218.711,0.0,False,GPU
-6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1464.0,+54/-48,0.441,14.28,7.78,11.203,3716.07,2.547,0.0,False,CPU
-7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1448.0,+59/-48,0.429,15.08,8.77,11.395,3553.12,1.741,0.0,False,GPU
-8,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1433.0,+76/-59,0.471,15.79,5.38,10.468,5119.36,28.351,0.0,False,GPU
-9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1416.0,+56/-42,0.369,16.66,8.6,11.565,3770.75,1.778,0.0,False,GPU
-10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1404.0,+35/-36,0.33,17.29,12.49,13.16,892.41,2.574,0.0,False,CPU
-11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1381.0,+56/-51,0.333,18.49,10.3,12.378,3553.12,0.241,0.0,False,GPU
-12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1374.0,+43/-44,0.286,18.91,13.0,13.197,2476.51,0.814,0.0,False,CPU
-13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1367.0,+35/-28,0.254,19.29,14.08,13.63,892.41,0.346,0.0,False,CPU
-14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1360.0,+46/-36,0.263,19.62,13.76,13.375,2476.51,0.101,0.0,False,CPU
-15,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1347.0,+47/-42,0.265,20.39,11.59,13.796,1126.71,2.941,0.0,False,GPU
-16,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1346.0,+72/-67,0.384,20.43,6.44,13.133,50.32,43.709,0.0,False,GPU
-17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1340.0,+64/-61,0.296,20.78,8.22,13.813,6521.96,8.396,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1338.0,+46/-42,0.211,20.86,9.44,13.58,6521.96,0.506,0.0,False,GPU
-19,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1335.0,+36/-38,0.233,21.01,15.28,14.196,884.18,2.368,0.0,False,CPU
-20,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1319.0,+37/-41,0.227,21.92,14.94,14.545,9.64,0.128,0.0,False,CPU
-21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1317.0,+34/-37,0.193,22.02,15.86,14.406,884.18,0.393,0.0,False,CPU
-22,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1302.0,+56/-46,0.261,22.86,13.15,14.758,13.18,0.17,0.0,False,GPU
-23,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1294.0,+40/-44,0.201,23.35,13.19,14.927,1126.71,0.163,0.0,False,GPU
-24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1273.0,+47/-50,0.158,24.52,16.34,15.112,3865.95,2.158,0.0,False,CPU
-25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1268.0,+47/-45,0.162,24.79,15.52,16.137,3351.28,0.47,0.0,False,CPU
-26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1246.0,+48/-54,0.135,26.05,13.88,17.276,16.27,0.321,0.0,False,GPU
-27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1237.0,+48/-47,0.119,26.56,16.17,16.725,3351.28,0.056,0.0,False,CPU
-28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1230.0,+39/-42,0.103,26.95,17.53,16.1,15.69,4.691,0.0,False,GPU
-29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1224.0,+58/-62,0.16,27.29,15.32,17.165,1678.92,8.069,0.0,False,CPU
-30,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1217.0,+70/-64,0.135,27.68,16.72,18.687,499.14,1.466,0.0,False,CPU
-31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1208.0,+51/-51,0.128,28.2,17.53,17.71,9.08,0.057,0.0,False,CPU
-32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1201.0,+40/-47,0.087,28.58,18.73,17.016,3865.95,0.148,0.0,False,CPU
-33,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1180.0,+64/-62,0.105,29.74,16.59,19.553,499.14,0.207,0.0,False,CPU
-34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1172.0,+54/-51,0.072,30.18,18.64,18.34,1678.92,0.826,0.0,False,CPU
-35,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1169.0,+40/-39,0.046,30.3,25.59,17.793,3.61,0.17,0.0,False,CPU
-36,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1168.0,+34/-37,0.031,30.4,24.97,17.712,3.29,0.253,0.0,False,CPU
-37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1158.0,+58/-70,0.091,30.94,18.82,19.98,590.04,1.461,0.0,False,CPU
-38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1117.0,+56/-70,0.057,33.05,18.3,20.776,590.04,0.15,0.0,False,CPU
-39,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1058.0,+48/-47,0.017,35.95,26.97,21.427,13.69,0.155,0.0,False,CPU
-40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1042.0,+69/-90,0.043,36.67,27.64,23.096,5.44,1.098,0.0,False,GPU
-41,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+56/-75,0.008,38.52,32.45,25.48,0.51,0.089,0.0,False,CPU
-42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,999.0,+50/-60,0.008,38.56,26.27,23.71,5.48,0.685,0.0,False,CPU
-43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,998.0,+73/-96,0.019,38.58,25.8,26.644,111.84,1.215,0.0,False,CPU
-44,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,993.0,+72/-72,0.015,38.81,32.76,26.326,0.47,0.092,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,976.0,+86/-100,0.043,39.48,27.89,31.336,520.95,0.647,0.0,False,CPU
-46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,953.0,+84/-107,0.031,40.38,28.96,31.808,520.95,0.113,0.0,False,CPU
-47,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,910.0,+73/-92,0.004,41.9,29.64,31.579,111.84,0.111,0.0,False,CPU
-48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,872.0,+99/-124,0.02,43.07,32.15,34.809,2.59,0.138,0.0,False,CPU
-49,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,654.0,+110/-151,0.0,47.7,42.25,45.125,0.37,0.033,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1640.0,+68/-54,6.733,0.769,7.42,3.38,659.63,7.444,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1625.0,+97/-63,4.491,0.772,7.9,2.83,2289.05,8.049,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1580.0,+79/-58,5.571,0.717,9.4,3.65,2289.05,1.143,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1565.0,+86/-62,6.23,0.728,9.98,4.34,6.76,0.636,✔️,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1506.0,+68/-49,10.012,0.546,12.38,6.91,3770.75,21.902,✔️,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1470.0,+83/-61,9.579,0.54,14.01,4.71,5119.36,218.711,✔️,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1464.0,+54/-48,11.203,0.441,14.28,7.78,3716.07,2.547,✔️,0.0,False,CPU
+7,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1448.0,+59/-48,11.395,0.429,15.08,8.77,3553.12,1.741,✔️,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1433.0,+76/-59,10.468,0.471,15.79,5.38,5119.36,28.351,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1416.0,+56/-42,11.565,0.369,16.66,8.6,3770.75,1.778,✔️,0.0,False,GPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1404.0,+35/-36,13.16,0.33,17.29,12.49,892.41,2.574,✔️,0.0,False,CPU
+11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1381.0,+56/-51,12.378,0.333,18.49,10.3,3553.12,0.241,✔️,0.0,False,GPU
+12,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1374.0,+43/-44,13.197,0.286,18.91,13.0,2476.51,0.814,✔️,0.0,False,CPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1367.0,+35/-28,13.63,0.254,19.29,14.08,892.41,0.346,✔️,0.0,False,CPU
+14,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1360.0,+46/-36,13.375,0.263,19.62,13.76,2476.51,0.101,✔️,0.0,False,CPU
+15,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1347.0,+47/-42,13.796,0.265,20.39,11.59,1126.71,2.941,✔️,0.0,False,GPU
+16,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1346.0,+72/-67,13.133,0.384,20.43,6.44,50.32,43.709,✔️,0.0,False,GPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1340.0,+64/-61,13.813,0.296,20.78,8.22,6521.96,8.396,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1338.0,+46/-42,13.58,0.211,20.86,9.44,6521.96,0.506,✔️,0.0,False,GPU
+19,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1335.0,+36/-38,14.196,0.233,21.01,15.28,884.18,2.368,✔️,0.0,False,CPU
+20,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1319.0,+37/-41,14.545,0.227,21.92,14.94,9.64,0.128,✔️,0.0,False,CPU
+21,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1317.0,+34/-37,14.406,0.193,22.02,15.86,884.18,0.393,✔️,0.0,False,CPU
+22,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1302.0,+56/-46,14.758,0.261,22.86,13.15,13.18,0.17,✔️,0.0,False,GPU
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+24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1273.0,+47/-50,15.112,0.158,24.52,16.34,3865.95,2.158,✔️,0.0,False,CPU
+25,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1268.0,+47/-45,16.137,0.162,24.79,15.52,3351.28,0.47,✔️,0.0,False,CPU
+26,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1246.0,+48/-54,17.276,0.135,26.05,13.88,16.27,0.321,✔️,0.0,False,GPU
+27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1237.0,+48/-47,16.725,0.119,26.56,16.17,3351.28,0.056,✔️,0.0,False,CPU
+28,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1230.0,+39/-42,16.1,0.103,26.95,17.53,15.69,4.691,✔️,0.0,False,GPU
+29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1224.0,+58/-62,17.165,0.16,27.29,15.32,1678.92,8.069,✔️,0.0,False,CPU
+30,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1217.0,+70/-64,18.687,0.135,27.68,16.72,499.14,1.466,✔️,0.0,False,CPU
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+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1201.0,+40/-47,17.016,0.087,28.58,18.73,3865.95,0.148,✔️,0.0,False,CPU
+33,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1180.0,+64/-62,19.553,0.105,29.74,16.59,499.14,0.207,✔️,0.0,False,CPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1172.0,+54/-51,18.34,0.072,30.18,18.64,1678.92,0.826,✔️,0.0,False,CPU
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+36,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1168.0,+34/-37,17.712,0.031,30.4,24.97,3.29,0.253,✔️,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1158.0,+58/-70,19.98,0.091,30.94,18.82,590.04,1.461,✔️,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1117.0,+56/-70,20.776,0.057,33.05,18.3,590.04,0.15,✔️,0.0,False,CPU
+39,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1058.0,+48/-47,21.427,0.017,35.95,26.97,13.69,0.155,✔️,0.0,False,CPU
+40,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1042.0,+69/-90,23.096,0.043,36.67,27.64,5.44,1.098,✔️,0.0,False,GPU
+41,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+56/-75,25.48,0.008,38.52,32.45,0.51,0.089,✔️,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),999.0,+50/-60,23.71,0.008,38.56,26.27,5.48,0.685,✔️,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),998.0,+73/-96,26.644,0.019,38.58,25.8,111.84,1.215,✔️,0.0,False,CPU
+44,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),993.0,+72/-72,26.326,0.015,38.81,32.76,0.47,0.092,✔️,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),976.0,+86/-100,31.336,0.043,39.48,27.89,520.95,0.647,✔️,0.0,False,CPU
+46,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),953.0,+84/-107,31.808,0.031,40.38,28.96,520.95,0.113,✔️,0.0,False,CPU
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-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1640.0,+95/-71,0.744,9.05,3.4,5.186,2166.18,7.945,0.0,False,GPU
-1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1637.0,+78/-54,0.72,9.17,4.23,7.606,611.55,7.01,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1602.0,+66/-63,0.723,10.54,5.18,6.822,6.14,0.586,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1597.0,+72/-62,0.693,10.73,4.24,6.284,2166.18,0.993,0.0,False,GPU
-4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1546.0,+74/-50,0.591,12.97,5.42,9.458,3899.42,55.833,0.0,False,GPU
-5,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1516.0,+74/-47,0.559,14.46,5.84,10.623,136.59,3.391,0.0,False,GPU
-6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1514.0,+54/-45,0.504,14.56,8.05,11.014,3547.04,20.963,0.0,False,GPU
-7,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1506.0,+74/-71,0.586,14.97,5.38,13.034,4.85,0.629,0.0,False,GPU
-8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1468.0,+75/-61,0.481,16.95,5.43,10.616,4980.83,207.372,0.0,False,GPU
-9,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1459.0,+46/-52,0.384,17.46,9.83,12.287,3376.59,2.54,0.0,False,CPU
-10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1446.0,+55/-50,0.373,18.19,10.24,12.487,3372.56,1.658,0.0,False,GPU
-11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1442.0,+80/-69,0.445,18.39,5.94,11.415,4980.83,23.583,0.0,False,GPU
-12,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1439.0,+82/-69,0.434,18.6,6.82,12.024,3899.42,0.983,0.0,False,GPU
-13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1422.0,+56/-47,0.337,19.55,10.33,12.593,3547.04,1.57,0.0,False,GPU
-14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1398.0,+36/-36,0.258,20.98,15.0,14.456,771.57,2.49,0.0,False,CPU
-15,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1390.0,+71/-69,0.399,21.43,9.2,13.505,4.22,0.554,0.0,False,GPU
-16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1384.0,+58/-51,0.284,21.83,11.77,13.499,3372.56,0.208,0.0,False,GPU
-17,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1382.0,+42/-37,0.24,21.91,15.08,14.384,2034.85,0.805,0.0,False,CPU
-18,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1368.0,+37/-33,0.219,22.76,16.26,14.581,2034.85,0.097,0.0,False,CPU
-19,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1366.0,+90/-66,0.381,22.88,6.96,14.141,48.9,43.804,0.0,False,GPU
-20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1363.0,+36/-30,0.189,23.09,16.97,14.932,771.57,0.322,0.0,False,CPU
-21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1342.0,+50/-45,0.205,24.36,14.6,15.104,1105.59,2.552,0.0,False,GPU
-22,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1338.0,+36/-36,0.181,24.6,18.37,15.506,828.74,2.312,0.0,False,CPU
-23,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1338.0,+73/-67,0.25,24.64,11.28,15.155,6147.69,8.149,0.0,False,GPU
-24,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1338.0,+46/-49,0.17,24.64,11.71,14.737,6147.69,0.485,0.0,False,GPU
-25,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1327.0,+48/-45,0.184,25.31,17.24,15.809,8.51,0.123,0.0,False,CPU
-26,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1320.0,+32/-34,0.142,25.71,18.6,15.718,828.74,0.336,0.0,False,CPU
-27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1313.0,+54/-53,0.226,26.15,14.69,15.881,12.24,0.154,0.0,False,GPU
-28,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1296.0,+45/-40,0.151,27.25,16.29,16.243,1105.59,0.13,0.0,False,GPU
-29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1282.0,+48/-45,0.12,28.07,18.33,17.283,2929.85,0.433,0.0,False,CPU
-30,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1275.0,+48/-54,0.124,28.54,20.3,16.303,3704.3,2.074,0.0,False,CPU
-31,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1267.0,+47/-42,0.118,28.99,15.86,17.906,16.16,0.307,0.0,False,GPU
-32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1252.0,+52/-49,0.084,29.95,18.24,17.885,2929.85,0.054,0.0,False,CPU
-33,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1245.0,+42/-38,0.082,30.35,19.8,17.002,15.48,4.535,0.0,False,GPU
-34,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1236.0,+51/-62,0.142,30.9,16.77,18.355,1459.62,8.056,0.0,False,CPU
-35,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1219.0,+49/-53,0.078,31.95,19.88,18.772,8.47,0.054,0.0,False,CPU
-36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1213.0,+60/-60,0.101,32.33,21.51,20.26,416.39,1.393,0.0,False,CPU
-37,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1203.0,+47/-48,0.065,32.91,21.43,18.22,3704.3,0.143,0.0,False,CPU
-38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1181.0,+56/-61,0.063,34.18,20.76,19.544,1459.62,0.89,0.0,False,CPU
-39,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1177.0,+57/-61,0.069,34.43,22.54,21.094,416.39,0.179,0.0,False,CPU
-40,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1172.0,+37/-38,0.017,34.71,29.77,19.131,3.05,0.241,0.0,False,CPU
-41,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1158.0,+33/-41,0.021,35.5,31.12,19.359,3.39,0.158,0.0,False,CPU
-42,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1142.0,+56/-58,0.047,36.41,24.9,21.744,572.67,1.421,0.0,False,CPU
-43,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1103.0,+47/-48,0.019,38.56,25.42,22.52,572.67,0.143,0.0,False,CPU
-44,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1067.0,+50/-60,0.012,40.39,30.45,22.688,11.82,0.147,0.0,False,CPU
-45,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1053.0,+71/-83,0.03,41.1,31.46,24.705,5.39,1.034,0.0,False,GPU
-46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1010.0,+55/-66,0.0,43.07,28.88,24.827,5.18,0.652,0.0,False,CPU
-47,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1004.0,+72/-90,0.012,43.34,31.16,28.179,100.58,1.106,0.0,False,CPU
-48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1003.0,+71/-108,0.044,43.36,30.05,31.292,504.17,0.629,0.0,False,CPU
-49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1002.0,+83/-87,0.008,43.4,36.68,27.374,0.42,0.078,0.0,False,CPU
-50,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+55/-70,0.002,43.49,37.64,26.617,0.47,0.069,0.0,False,CPU
-51,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,980.0,+74/-108,0.03,44.33,31.71,31.725,504.17,0.103,0.0,False,CPU
-52,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,908.0,+78/-103,0.0,47.0,33.68,33.337,100.58,0.101,0.0,False,CPU
-53,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,903.0,+82/-129,0.019,47.19,34.88,34.211,2.51,0.137,0.0,False,CPU
-54,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,680.0,+97/-169,0.0,52.44,45.72,45.686,0.29,0.028,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1640.0,+95/-71,5.186,0.744,9.05,3.4,2166.18,7.945,✔️,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1637.0,+78/-54,7.606,0.72,9.17,4.23,611.55,7.01,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1602.0,+66/-63,6.822,0.723,10.54,5.18,6.14,0.586,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1597.0,+72/-62,6.284,0.693,10.73,4.24,2166.18,0.993,✔️,0.0,False,GPU
+4,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),1546.0,+74/-50,9.458,0.591,12.97,5.42,3899.42,55.833,✔️,0.0,False,GPU
+5,🧠⚡,Foundation Model,[Mitra (default)](https://arxiv.org/abs/2510.21204),1516.0,+74/-47,10.623,0.559,14.46,5.84,136.59,3.391,✔️,0.0,False,GPU
+6,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1514.0,+54/-45,11.014,0.504,14.56,8.05,3547.04,20.963,✔️,0.0,False,GPU
+7,🧠⚡,Foundation Model,[LimiX (default)](https://arxiv.org/abs/2509.03505),1506.0,+74/-71,13.034,0.586,14.97,5.38,4.85,0.629,➖,0.0,False,GPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1468.0,+75/-61,10.616,0.481,16.95,5.43,4980.83,207.372,✔️,0.0,False,GPU
+9,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1459.0,+46/-52,12.287,0.384,17.46,9.83,3376.59,2.54,✔️,0.0,False,CPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1446.0,+55/-50,12.487,0.373,18.19,10.24,3372.56,1.658,✔️,0.0,False,GPU
+11,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1442.0,+80/-69,11.415,0.445,18.39,5.94,4980.83,23.583,✔️,0.0,False,GPU
+12,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),1439.0,+82/-69,12.024,0.434,18.6,6.82,3899.42,0.983,✔️,0.0,False,GPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1422.0,+56/-47,12.593,0.337,19.55,10.33,3547.04,1.57,✔️,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1398.0,+36/-36,14.456,0.258,20.98,15.0,771.57,2.49,✔️,0.0,False,CPU
+15,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),1390.0,+71/-69,13.505,0.399,21.43,9.2,4.22,0.554,✔️,0.0,False,GPU
+16,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1384.0,+58/-51,13.499,0.284,21.83,11.77,3372.56,0.208,✔️,0.0,False,GPU
+17,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1382.0,+42/-37,14.384,0.24,21.91,15.08,2034.85,0.805,✔️,0.0,False,CPU
+18,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1368.0,+37/-33,14.581,0.219,22.76,16.26,2034.85,0.097,✔️,0.0,False,CPU
+19,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1366.0,+90/-66,14.141,0.381,22.88,6.96,48.9,43.804,✔️,0.0,False,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1363.0,+36/-30,14.932,0.189,23.09,16.97,771.57,0.322,✔️,0.0,False,CPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1342.0,+50/-45,15.104,0.205,24.36,14.6,1105.59,2.552,✔️,0.0,False,GPU
+22,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1338.0,+36/-36,15.506,0.181,24.6,18.37,828.74,2.312,✔️,0.0,False,CPU
+23,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1338.0,+73/-67,15.155,0.25,24.64,11.28,6147.69,8.149,✔️,0.0,False,GPU
+24,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1338.0,+46/-49,14.737,0.17,24.64,11.71,6147.69,0.485,✔️,0.0,False,GPU
+25,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1327.0,+48/-45,15.809,0.184,25.31,17.24,8.51,0.123,✔️,0.0,False,CPU
+26,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1320.0,+32/-34,15.718,0.142,25.71,18.6,828.74,0.336,✔️,0.0,False,CPU
+27,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1313.0,+54/-53,15.881,0.226,26.15,14.69,12.24,0.154,✔️,0.0,False,GPU
+28,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1296.0,+45/-40,16.243,0.151,27.25,16.29,1105.59,0.13,✔️,0.0,False,GPU
+29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1282.0,+48/-45,17.283,0.12,28.07,18.33,2929.85,0.433,✔️,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1275.0,+48/-54,16.303,0.124,28.54,20.3,3704.3,2.074,✔️,0.0,False,CPU
+31,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1267.0,+47/-42,17.906,0.118,28.99,15.86,16.16,0.307,✔️,0.0,False,GPU
+32,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1252.0,+52/-49,17.885,0.084,29.95,18.24,2929.85,0.054,✔️,0.0,False,CPU
+33,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1245.0,+42/-38,17.002,0.082,30.35,19.8,15.48,4.535,✔️,0.0,False,GPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1236.0,+51/-62,18.355,0.142,30.9,16.77,1459.62,8.056,✔️,0.0,False,CPU
+35,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1219.0,+49/-53,18.772,0.078,31.95,19.88,8.47,0.054,✔️,0.0,False,CPU
+36,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1213.0,+60/-60,20.26,0.101,32.33,21.51,416.39,1.393,✔️,0.0,False,CPU
+37,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1203.0,+47/-48,18.22,0.065,32.91,21.43,3704.3,0.143,✔️,0.0,False,CPU
+38,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1181.0,+56/-61,19.544,0.063,34.18,20.76,1459.62,0.89,✔️,0.0,False,CPU
+39,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1177.0,+57/-61,21.094,0.069,34.43,22.54,416.39,0.179,✔️,0.0,False,CPU
+40,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1172.0,+37/-38,19.131,0.017,34.71,29.77,3.05,0.241,✔️,0.0,False,CPU
+41,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1158.0,+33/-41,19.359,0.021,35.5,31.12,3.39,0.158,✔️,0.0,False,CPU
+42,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1142.0,+56/-58,21.744,0.047,36.41,24.9,572.67,1.421,✔️,0.0,False,CPU
+43,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1103.0,+47/-48,22.52,0.019,38.56,25.42,572.67,0.143,✔️,0.0,False,CPU
+44,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1067.0,+50/-60,22.688,0.012,40.39,30.45,11.82,0.147,✔️,0.0,False,CPU
+45,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1053.0,+71/-83,24.705,0.03,41.1,31.46,5.39,1.034,✔️,0.0,False,GPU
+46,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1010.0,+55/-66,24.827,0.0,43.07,28.88,5.18,0.652,✔️,0.0,False,CPU
+47,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1004.0,+72/-90,28.179,0.012,43.34,31.16,100.58,1.106,✔️,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1003.0,+71/-108,31.292,0.044,43.36,30.05,504.17,0.629,✔️,0.0,False,CPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1002.0,+83/-87,27.374,0.008,43.4,36.68,0.42,0.078,✔️,0.0,False,CPU
+50,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+55/-70,26.617,0.002,43.49,37.64,0.47,0.069,✔️,0.0,False,CPU
+51,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),980.0,+74/-108,31.725,0.03,44.33,31.71,504.17,0.103,✔️,0.0,False,CPU
+52,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),908.0,+78/-103,33.337,0.0,47.0,33.68,100.58,0.101,✔️,0.0,False,CPU
+53,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),903.0,+82/-129,34.211,0.019,47.19,34.88,2.51,0.137,✔️,0.0,False,CPU
+54,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),680.0,+97/-169,45.686,0.0,52.44,45.72,0.29,0.028,✔️,0.0,False,CPU

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-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1657.0,+98/-71,0.803,7.38,2.99,5.749,442.09,6.381,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1568.0,+110/-63,0.681,10.55,3.6,6.02,1923.88,9.103,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1545.0,+101/-57,0.687,11.52,4.71,7.098,4.91,0.694,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1535.0,+101/-59,0.632,11.94,4.35,7.13,1923.88,1.329,0.0,False,GPU
-4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1515.0,+73/-65,0.555,12.85,5.23,9.038,1152.95,1.784,0.0,False,CPU
-5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1500.0,+53/-56,0.508,13.58,8.76,10.144,2775.44,8.849,0.0,False,GPU
-6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1475.0,+76/-57,0.463,14.8,7.23,10.795,2229.7,1.387,0.0,False,GPU
-7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1438.0,+55/-38,0.382,16.76,10.85,12.3,328.96,1.102,0.0,False,CPU
-8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1422.0,+72/-62,0.436,17.64,5.97,9.134,4982.66,358.753,0.0,False,GPU
-9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1416.0,+81/-59,0.371,17.95,8.6,11.711,2229.7,0.133,0.0,False,GPU
-10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1408.0,+61/-52,0.353,18.37,9.9,12.08,1055.6,0.482,0.0,False,CPU
-11,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1403.0,+59/-53,0.353,18.64,9.24,12.174,1055.6,0.063,0.0,False,CPU
-12,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1403.0,+56/-50,0.374,18.67,9.35,12.048,4.27,0.064,0.0,False,CPU
-13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1400.0,+52/-56,0.298,18.83,9.7,11.944,2775.44,0.415,0.0,False,GPU
-14,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1385.0,+62/-53,0.314,19.7,11.17,13.208,472.99,0.621,0.0,False,CPU
-15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1384.0,+49/-31,0.268,19.73,13.42,13.159,328.96,0.126,0.0,False,CPU
-16,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1380.0,+68/-68,0.371,19.99,9.43,14.06,250.36,1.708,0.0,False,GPU
-17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1367.0,+94/-94,0.374,20.73,8.42,12.88,3383.91,8.396,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1366.0,+58/-59,0.248,20.75,9.56,12.838,3383.91,0.51,0.0,False,GPU
-19,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1355.0,+65/-58,0.301,21.39,7.03,10.825,4982.66,42.199,0.0,False,GPU
-20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1350.0,+49/-43,0.236,21.73,14.36,13.724,472.99,0.13,0.0,False,CPU
-21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1331.0,+58/-56,0.21,22.85,12.96,13.837,642.33,2.767,0.0,False,GPU
-22,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1318.0,+49/-41,0.197,23.61,15.72,13.457,2241.65,2.415,0.0,False,CPU
-23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1312.0,+69/-65,0.259,23.95,12.93,14.413,8.72,0.126,0.0,False,GPU
-24,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1311.0,+52/-48,0.18,24.03,15.4,15.332,1560.02,0.404,0.0,False,CPU
-25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1302.0,+47/-58,0.178,24.57,13.95,15.116,642.33,0.146,0.0,False,GPU
-26,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1283.0,+64/-72,0.243,25.68,9.36,14.197,49.67,43.824,0.0,False,GPU
-27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1274.0,+51/-46,0.121,26.2,16.49,16.045,1560.02,0.052,0.0,False,CPU
-28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1267.0,+50/-42,0.15,26.62,13.82,15.891,13.5,0.311,0.0,False,GPU
-29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1267.0,+60/-64,0.152,26.62,16.59,15.482,559.38,4.08,0.0,False,CPU
-30,🧠����,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1265.0,+44/-44,0.11,26.75,17.68,14.803,9.33,1.116,0.0,False,GPU
-31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1248.0,+49/-52,0.123,27.77,17.29,17.1,4.98,0.049,0.0,False,CPU
-32,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1231.0,+66/-56,0.117,28.74,18.33,16.365,1.24,0.11,0.0,False,CPU
-33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1226.0,+46/-39,0.077,29.08,19.82,15.668,2241.65,0.136,0.0,False,CPU
-34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1191.0,+57/-63,0.061,31.05,19.79,17.521,559.38,0.276,0.0,False,CPU
-35,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1188.0,+51/-53,0.061,31.26,22.1,18.0,125.38,0.674,0.0,False,CPU
-36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1179.0,+49/-34,0.047,31.73,27.14,17.148,0.81,0.093,0.0,False,CPU
-37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1154.0,+51/-57,0.035,33.12,22.93,19.362,169.75,0.603,0.0,False,CPU
-38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1146.0,+50/-53,0.038,33.56,23.89,19.162,125.38,0.069,0.0,False,CPU
-39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1119.0,+43/-54,0.018,35.01,23.64,20.091,169.75,0.059,0.0,False,CPU
-40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1093.0,+65/-48,0.019,36.39,27.59,20.071,4.95,0.091,0.0,False,CPU
-41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1057.0,+64/-82,0.021,38.16,24.5,21.46,2.56,0.267,0.0,False,CPU
-42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1051.0,+84/-107,0.054,38.43,26.2,26.808,162.68,0.405,0.0,False,CPU
-43,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1045.0,+109/-116,0.099,38.71,22.36,25.52,0.85,0.129,0.0,False,GPU
-44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1022.0,+61/-103,0.017,39.74,28.61,24.212,139.84,3.917,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1022.0,+91/-118,0.039,39.75,27.56,27.502,162.68,0.054,0.0,False,CPU
-46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+62/-79,0.013,40.7,33.84,24.287,0.25,0.029,0.0,False,CPU
-47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,983.0,+73/-101,0.026,41.38,33.73,26.581,2.8,0.564,0.0,False,GPU
-48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,959.0,+86/-119,0.024,42.33,30.48,29.448,0.84,0.094,0.0,False,CPU
-49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,955.0,+75/-92,0.01,42.47,36.5,25.759,0.2,0.037,0.0,False,CPU
-50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,915.0,+82/-136,0.0,43.91,31.65,29.325,139.84,0.193,0.0,False,CPU
-51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,602.0,+105/-199,0.0,50.36,46.66,43.863,0.15,0.023,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1657.0,+98/-71,5.749,0.803,7.38,2.99,442.09,6.381,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1568.0,+110/-63,6.02,0.681,10.55,3.6,1923.88,9.103,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1545.0,+101/-57,7.098,0.687,11.52,4.71,4.91,0.694,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1535.0,+101/-59,7.13,0.632,11.94,4.35,1923.88,1.329,✔️,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1515.0,+73/-65,9.038,0.555,12.85,5.23,1152.95,1.784,✔️,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1500.0,+53/-56,10.144,0.508,13.58,8.76,2775.44,8.849,✔️,0.0,False,GPU
+6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1475.0,+76/-57,10.795,0.463,14.8,7.23,2229.7,1.387,✔️,0.0,False,GPU
+7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1438.0,+55/-38,12.3,0.382,16.76,10.85,328.96,1.102,✔️,0.0,False,CPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1422.0,+72/-62,9.134,0.436,17.64,5.97,4982.66,358.753,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1416.0,+81/-59,11.711,0.371,17.95,8.6,2229.7,0.133,✔️,0.0,False,GPU
+10,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1408.0,+61/-52,12.08,0.353,18.37,9.9,1055.6,0.482,✔️,0.0,False,CPU
+11,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1403.0,+59/-53,12.174,0.353,18.64,9.24,1055.6,0.063,✔️,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1403.0,+56/-50,12.048,0.374,18.67,9.35,4.27,0.064,✔️,0.0,False,CPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1400.0,+52/-56,11.944,0.298,18.83,9.7,2775.44,0.415,✔️,0.0,False,GPU
+14,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1385.0,+62/-53,13.208,0.314,19.7,11.17,472.99,0.621,✔️,0.0,False,CPU
+15,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1384.0,+49/-31,13.159,0.268,19.73,13.42,328.96,0.126,✔️,0.0,False,CPU
+16,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1380.0,+68/-68,14.06,0.371,19.99,9.43,250.36,1.708,➖,0.0,False,GPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1367.0,+94/-94,12.88,0.374,20.73,8.42,3383.91,8.396,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1366.0,+58/-59,12.838,0.248,20.75,9.56,3383.91,0.51,✔️,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1355.0,+65/-58,10.825,0.301,21.39,7.03,4982.66,42.199,✔️,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1350.0,+49/-43,13.724,0.236,21.73,14.36,472.99,0.13,✔️,0.0,False,CPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1331.0,+58/-56,13.837,0.21,22.85,12.96,642.33,2.767,✔️,0.0,False,GPU
+22,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1318.0,+49/-41,13.457,0.197,23.61,15.72,2241.65,2.415,✔️,0.0,False,CPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1312.0,+69/-65,14.413,0.259,23.95,12.93,8.72,0.126,✔️,0.0,False,GPU
+24,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1311.0,+52/-48,15.332,0.18,24.03,15.4,1560.02,0.404,✔️,0.0,False,CPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1302.0,+47/-58,15.116,0.178,24.57,13.95,642.33,0.146,✔️,0.0,False,GPU
+26,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1283.0,+64/-72,14.197,0.243,25.68,9.36,49.67,43.824,✔️,0.0,False,GPU
+27,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1274.0,+51/-46,16.045,0.121,26.2,16.49,1560.02,0.052,✔️,0.0,False,CPU
+28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1267.0,+50/-42,15.891,0.15,26.62,13.82,13.5,0.311,✔️,0.0,False,GPU
+29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1267.0,+60/-64,15.482,0.152,26.62,16.59,559.38,4.08,✔️,0.0,False,CPU
+30,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1265.0,+44/-44,14.803,0.11,26.75,17.68,9.33,1.116,✔️,0.0,False,GPU
+31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1248.0,+49/-52,17.1,0.123,27.77,17.29,4.98,0.049,✔️,0.0,False,CPU
+32,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1231.0,+66/-56,16.365,0.117,28.74,18.33,1.24,0.11,✔️,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1226.0,+46/-39,15.668,0.077,29.08,19.82,2241.65,0.136,✔️,0.0,False,CPU
+34,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1191.0,+57/-63,17.521,0.061,31.05,19.79,559.38,0.276,✔️,0.0,False,CPU
+35,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1188.0,+51/-53,18.0,0.061,31.26,22.1,125.38,0.674,✔️,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1179.0,+49/-34,17.148,0.047,31.73,27.14,0.81,0.093,✔️,0.0,False,CPU
+37,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1154.0,+51/-57,19.362,0.035,33.12,22.93,169.75,0.603,✔️,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1146.0,+50/-53,19.162,0.038,33.56,23.89,125.38,0.069,✔️,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1119.0,+43/-54,20.091,0.018,35.01,23.64,169.75,0.059,✔️,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1093.0,+65/-48,20.071,0.019,36.39,27.59,4.95,0.091,✔️,0.0,False,CPU
+41,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1057.0,+64/-82,21.46,0.021,38.16,24.5,2.56,0.267,✔️,0.0,False,CPU
+42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1051.0,+84/-107,26.808,0.054,38.43,26.2,162.68,0.405,✔️,0.0,False,CPU
+43,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1045.0,+109/-116,25.52,0.099,38.71,22.36,0.85,0.129,➖,0.0,False,GPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1022.0,+61/-103,24.212,0.017,39.74,28.61,139.84,3.917,✔️,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1022.0,+91/-118,27.502,0.039,39.75,27.56,162.68,0.054,✔️,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+62/-79,24.287,0.013,40.7,33.84,0.25,0.029,✔️,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),983.0,+73/-101,26.581,0.026,41.38,33.73,2.8,0.564,✔️,0.0,False,GPU
+48,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),959.0,+86/-119,29.448,0.024,42.33,30.48,0.84,0.094,✔️,0.0,False,CPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),955.0,+75/-92,25.759,0.01,42.47,36.5,0.2,0.037,✔️,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),915.0,+82/-136,29.325,0.0,43.91,31.65,139.84,0.193,✔️,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),602.0,+105/-199,43.863,0.0,50.36,46.66,0.15,0.023,✔️,0.0,False,CPU

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-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1966.0,+155/-60,0.904,4.95,2.42,2.212,275.07,2.448,0.0,False,GPU
-1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1904.0,+176/-64,0.851,6.35,2.7,2.49,325.91,2.156,0.0,False,CPU
-2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1759.0,+141/-88,0.631,10.98,5.87,4.725,619.15,0.198,0.0,False,CPU
-3,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1754.0,+144/-81,0.636,11.17,4.87,5.018,619.15,0.016,0.0,False,CPU
-4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1751.0,+113/-38,0.575,11.28,8.0,5.44,1633.8,2.053,0.0,False,GPU
-5,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1736.0,+126/-79,0.63,11.87,5.47,4.763,2.21,0.025,0.0,False,CPU
-6,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1718.0,+152/-92,0.545,12.6,6.95,7.508,110.13,0.386,0.0,False,CPU
-7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1701.0,+149/-83,0.524,13.3,8.51,7.923,86.85,0.668,0.0,False,CPU
-8,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1681.0,+192/-136,0.513,14.19,5.59,7.27,804.65,0.71,0.0,False,GPU
-9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1679.0,+154/-138,0.544,14.26,7.1,6.907,2139.17,6.41,0.0,False,GPU
-10,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1660.0,+210/-122,0.489,15.1,5.39,8.381,842.24,15.119,0.0,False,GPU
-11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1652.0,+124/-66,0.376,15.51,8.78,7.028,1633.8,0.088,0.0,False,GPU
-12,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1640.0,+124/-80,0.421,16.04,11.5,8.376,110.13,0.061,0.0,False,CPU
-13,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1625.0,+197/-156,0.458,16.73,6.29,7.978,804.65,0.063,0.0,False,GPU
-14,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1610.0,+194/-117,0.419,17.44,6.83,9.033,842.24,1.465,0.0,False,GPU
-15,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1582.0,+158/-128,0.416,18.81,7.95,8.63,2.3,0.896,0.0,False,GPU
-16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1580.0,+163/-89,0.323,18.95,12.1,9.74,86.85,0.078,0.0,False,CPU
-17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1564.0,+170/-166,0.42,19.72,8.41,9.211,8.53,3.578,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1552.0,+126/-84,0.253,20.35,12.42,9.782,2139.17,0.349,0.0,False,GPU
-19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1536.0,+178/-158,0.347,21.12,7.53,9.019,4860.88,475.791,0.0,False,GPU
-20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1527.0,+95/-112,0.248,21.62,14.48,9.12,1156.69,1.558,0.0,False,CPU
-21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1490.0,+141/-106,0.196,23.53,15.19,10.678,572.82,1.935,0.0,False,GPU
-22,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1478.0,+124/-111,0.174,24.2,17.96,12.87,270.2,0.192,0.0,False,CPU
-23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1461.0,+126/-146,0.228,25.07,13.69,10.861,0.49,0.053,0.0,False,CPU
-24,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1454.0,+132/-118,0.163,25.44,19.32,12.698,572.82,0.109,0.0,False,GPU
-25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1453.0,+156/-178,0.241,25.48,14.6,10.49,5.5,0.074,0.0,False,GPU
-26,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1431.0,+105/-129,0.123,26.67,20.62,11.432,371.59,2.386,0.0,False,CPU
-27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1430.0,+81/-65,0.077,26.75,23.68,10.923,6.41,0.247,0.0,False,GPU
-28,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1417.0,+121/-138,0.136,27.44,20.16,13.96,96.61,0.754,0.0,False,GPU
-29,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1404.0,+129/-107,0.091,28.11,24.03,13.997,270.2,0.015,0.0,False,CPU
-30,🧠��,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1380.0,+97/-126,0.069,29.38,23.47,11.531,1156.69,0.054,0.0,False,CPU
-31,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1374.0,+134/-137,0.087,29.67,18.69,12.762,4860.88,42.641,0.0,False,GPU
-32,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1361.0,+129/-110,0.05,30.35,26.41,15.831,1.07,0.018,0.0,False,CPU
-33,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1343.0,+98/-137,0.069,31.22,28.09,12.461,0.29,0.033,0.0,False,CPU
-34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1319.0,+52/-59,0.002,32.42,30.58,14.148,42.95,0.226,0.0,False,CPU
-35,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1314.0,+88/-85,0.008,32.69,29.68,13.953,8.34,0.25,0.0,False,GPU
-36,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1284.0,+174/-186,0.035,34.12,20.85,17.019,47.03,45.876,0.0,False,GPU
-37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1280.0,+61/-90,0.0,34.32,32.02,13.457,40.36,0.318,0.0,False,CPU
-38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1279.0,+74/-74,0.005,34.35,30.6,15.128,42.95,0.021,0.0,False,CPU
-39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1278.0,+84/-119,0.036,34.41,29.27,15.031,371.59,0.102,0.0,False,CPU
-40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1224.0,+66/-92,0.0,36.86,35.23,15.173,1.86,0.046,0.0,False,CPU
-41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1218.0,+64/-73,0.0,37.12,35.45,15.174,40.36,0.028,0.0,False,CPU
-42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1206.0,+134/-218,0.042,37.63,32.31,18.046,1.52,0.115,0.0,False,CPU
-43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1162.0,+147/-233,0.009,39.45,35.34,24.034,43.64,0.085,0.0,False,CPU
-44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1140.0,+101/-190,0.011,40.28,31.54,20.729,513.06,78.02,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1112.0,+166/-225,0.005,41.35,38.03,25.027,43.64,0.022,0.0,False,CPU
-46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+88/-208,0.0,44.96,44.23,22.275,0.12,0.014,0.0,False,CPU
-47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,982.0,+135/-219,0.0,45.44,43.9,26.73,0.22,0.024,0.0,False,CPU
-48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,972.0,+202/-455,0.025,45.72,39.86,28.513,2.62,0.186,0.0,False,GPU
-49,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,918.0,+91/-188,0.0,47.05,46.26,30.352,0.24,0.036,0.0,False,GPU
-50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,916.0,+100/-247,0.0,47.09,46.63,24.142,0.1,0.021,0.0,False,CPU
-51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,883.0,+76/-126,0.0,47.81,47.49,27.794,513.06,2.568,0.0,False,CPU
-52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,514.0,+107/-398,0.0,52.27,52.24,45.591,0.11,0.087,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1966.0,+155/-60,2.212,0.904,4.95,2.42,275.07,2.448,✔️,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1904.0,+176/-64,2.49,0.851,6.35,2.7,325.91,2.156,✔️,0.0,False,CPU
+2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1759.0,+141/-88,4.725,0.631,10.98,5.87,619.15,0.198,✔️,0.0,False,CPU
+3,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1754.0,+144/-81,5.018,0.636,11.17,4.87,619.15,0.016,✔️,0.0,False,CPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1751.0,+113/-38,5.44,0.575,11.28,8.0,1633.8,2.053,✔️,0.0,False,GPU
+5,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1736.0,+126/-79,4.763,0.63,11.87,5.47,2.21,0.025,✔️,0.0,False,CPU
+6,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1718.0,+152/-92,7.508,0.545,12.6,6.95,110.13,0.386,✔️,0.0,False,CPU
+7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1701.0,+149/-83,7.923,0.524,13.3,8.51,86.85,0.668,✔️,0.0,False,CPU
+8,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1681.0,+192/-136,7.27,0.513,14.19,5.59,804.65,0.71,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1679.0,+154/-138,6.907,0.544,14.26,7.1,2139.17,6.41,✔️,0.0,False,GPU
+10,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1660.0,+210/-122,8.381,0.489,15.1,5.39,842.24,15.119,✔️,0.0,False,GPU
+11,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1652.0,+124/-66,7.028,0.376,15.51,8.78,1633.8,0.088,✔️,0.0,False,GPU
+12,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1640.0,+124/-80,8.376,0.421,16.04,11.5,110.13,0.061,✔️,0.0,False,CPU
+13,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1625.0,+197/-156,7.978,0.458,16.73,6.29,804.65,0.063,✔️,0.0,False,GPU
+14,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1610.0,+194/-117,9.033,0.419,17.44,6.83,842.24,1.465,✔️,0.0,False,GPU
+15,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1582.0,+158/-128,8.63,0.416,18.81,7.95,2.3,0.896,✔️,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1580.0,+163/-89,9.74,0.323,18.95,12.1,86.85,0.078,✔️,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),1564.0,+170/-166,9.211,0.42,19.72,8.41,8.53,3.578,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1552.0,+126/-84,9.782,0.253,20.35,12.42,2139.17,0.349,✔️,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1536.0,+178/-158,9.019,0.347,21.12,7.53,4860.88,475.791,✔️,0.0,False,GPU
+20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1527.0,+95/-112,9.12,0.248,21.62,14.48,1156.69,1.558,✔️,0.0,False,CPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1490.0,+141/-106,10.678,0.196,23.53,15.19,572.82,1.935,✔️,0.0,False,GPU
+22,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1478.0,+124/-111,12.87,0.174,24.2,17.96,270.2,0.192,✔️,0.0,False,CPU
+23,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1461.0,+126/-146,10.861,0.228,25.07,13.69,0.49,0.053,✔️,0.0,False,CPU
+24,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1454.0,+132/-118,12.698,0.163,25.44,19.32,572.82,0.109,✔️,0.0,False,GPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1453.0,+156/-178,10.49,0.241,25.48,14.6,5.5,0.074,✔️,0.0,False,GPU
+26,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1431.0,+105/-129,11.432,0.123,26.67,20.62,371.59,2.386,✔️,0.0,False,CPU
+27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1430.0,+81/-65,10.923,0.077,26.75,23.68,6.41,0.247,✔️,0.0,False,GPU
+28,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1417.0,+121/-138,13.96,0.136,27.44,20.16,96.61,0.754,➖,0.0,False,GPU
+29,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1404.0,+129/-107,13.997,0.091,28.11,24.03,270.2,0.015,✔️,0.0,False,CPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1380.0,+97/-126,11.531,0.069,29.38,23.47,1156.69,0.054,✔️,0.0,False,CPU
+31,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1374.0,+134/-137,12.762,0.087,29.67,18.69,4860.88,42.641,✔️,0.0,False,GPU
+32,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1361.0,+129/-110,15.831,0.05,30.35,26.41,1.07,0.018,✔️,0.0,False,CPU
+33,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1343.0,+98/-137,12.461,0.069,31.22,28.09,0.29,0.033,✔️,0.0,False,CPU
+34,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1319.0,+52/-59,14.148,0.002,32.42,30.58,42.95,0.226,✔️,0.0,False,CPU
+35,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1314.0,+88/-85,13.953,0.008,32.69,29.68,8.34,0.25,✔️,0.0,False,GPU
+36,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1284.0,+174/-186,17.019,0.035,34.12,20.85,47.03,45.876,✔️,0.0,False,GPU
+37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1280.0,+61/-90,13.457,0.0,34.32,32.02,40.36,0.318,✔️,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1279.0,+74/-74,15.128,0.005,34.35,30.6,42.95,0.021,✔️,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1278.0,+84/-119,15.031,0.036,34.41,29.27,371.59,0.102,✔️,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1224.0,+66/-92,15.173,0.0,36.86,35.23,1.86,0.046,✔️,0.0,False,CPU
+41,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1218.0,+64/-73,15.174,0.0,37.12,35.45,40.36,0.028,✔️,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1206.0,+134/-218,18.046,0.042,37.63,32.31,1.52,0.115,✔️,0.0,False,CPU
+43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1162.0,+147/-233,24.034,0.009,39.45,35.34,43.64,0.085,✔️,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1140.0,+101/-190,20.729,0.011,40.28,31.54,513.06,78.02,✔️,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1112.0,+166/-225,25.027,0.005,41.35,38.03,43.64,0.022,✔️,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+88/-208,22.275,0.0,44.96,44.23,0.12,0.014,✔️,0.0,False,CPU
+47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),982.0,+135/-219,26.73,0.0,45.44,43.9,0.22,0.024,✔️,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),972.0,+202/-455,28.513,0.025,45.72,39.86,2.62,0.186,✔️,0.0,False,GPU
+49,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),918.0,+91/-188,30.352,0.0,47.05,46.26,0.24,0.036,➖,0.0,False,GPU
+50,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),916.0,+100/-247,24.142,0.0,47.09,46.63,0.1,0.021,✔️,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),883.0,+76/-126,27.794,0.0,47.81,47.49,513.06,2.568,✔️,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),514.0,+107/-398,45.591,0.0,52.27,52.24,0.11,0.087,✔️,0.0,False,CPU

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-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1582.0,+110/-77,0.748,8.48,3.33,7.287,593.57,8.084,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1579.0,+98/-56,0.789,8.57,4.04,6.466,5.96,0.554,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1574.0,+142/-69,0.753,8.74,3.16,5.03,2052.28,8.252,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1547.0,+128/-57,0.713,9.74,3.78,6.337,2052.28,1.266,0.0,False,GPU
-4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1435.0,+81/-50,0.471,14.72,9.21,12.183,2950.72,15.595,0.0,False,GPU
-5,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1425.0,+85/-56,0.434,15.23,8.35,12.33,2457.54,1.658,0.0,False,GPU
-6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1415.0,+90/-69,0.417,15.75,8.92,11.866,1921.63,1.718,0.0,False,CPU
-7,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1402.0,+82/-72,0.465,16.4,5.52,9.204,5351.68,268.579,0.0,False,GPU
-8,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1390.0,+81/-66,0.467,17.07,7.72,14.126,317.91,1.983,0.0,False,GPU
-9,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1370.0,+83/-73,0.385,18.2,5.58,10.014,5351.68,37.621,0.0,False,GPU
-10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1366.0,+49/-38,0.31,18.4,12.57,14.198,512.57,1.18,0.0,False,CPU
-11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1361.0,+85/-59,0.327,18.67,10.34,13.333,2457.54,0.178,0.0,False,GPU
-12,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1333.0,+44/-34,0.237,20.3,14.26,14.644,512.57,0.243,0.0,False,CPU
-13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1330.0,+80/-60,0.259,20.46,10.21,14.072,2950.72,1.225,0.0,False,GPU
-14,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1319.0,+88/-68,0.243,21.12,8.79,14.168,4806.04,0.512,0.0,False,GPU
-15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1310.0,+52/-43,0.224,21.68,14.73,15.257,1096.5,0.584,0.0,False,CPU
-16,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1309.0,+64/-47,0.253,21.73,13.86,15.195,4.81,0.08,0.0,False,CPU
-17,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1305.0,+53/-43,0.222,21.97,15.14,15.264,1096.5,0.074,0.0,False,CPU
-18,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1297.0,+88/-76,0.324,22.45,7.6,13.006,51.83,43.615,0.0,False,GPU
-19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1290.0,+51/-68,0.214,22.82,12.25,15.211,711.84,2.983,0.0,False,GPU
-20,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1289.0,+47/-43,0.203,22.93,15.54,15.673,693.49,1.398,0.0,False,CPU
-21,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1278.0,+68/-61,0.262,23.55,12.39,16.117,10.08,0.152,0.0,False,GPU
-22,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1276.0,+114/-107,0.292,23.67,9.47,15.466,4806.04,8.461,0.0,False,GPU
-23,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1267.0,+48/-48,0.176,24.26,14.62,16.409,1634.54,0.422,0.0,False,CPU
-24,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1265.0,+62/-65,0.21,24.38,11.3,16.741,14.37,0.334,0.0,False,GPU
-25,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1264.0,+42/-33,0.149,24.39,16.25,16.038,693.49,0.194,0.0,False,CPU
-26,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1263.0,+53/-61,0.182,24.48,12.54,16.17,711.84,0.162,0.0,False,GPU
-27,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1259.0,+81/-56,0.167,24.72,16.57,15.336,2665.36,2.619,0.0,False,CPU
-28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1243.0,+49/-50,0.134,25.68,14.64,16.945,1634.54,0.054,0.0,False,CPU
-29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1224.0,+62/-72,0.163,26.88,15.4,17.235,644.55,5.974,0.0,False,CPU
-30,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1222.0,+52/-53,0.153,26.97,15.18,17.663,7.32,0.054,0.0,False,CPU
-31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1221.0,+56/-50,0.123,27.02,16.05,16.483,10.89,2.249,0.0,False,GPU
-32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1185.0,+72/-49,0.08,29.23,18.73,17.457,2665.36,0.143,0.0,False,CPU
-33,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1174.0,+64/-77,0.071,29.9,17.46,18.602,644.55,0.398,0.0,False,CPU
-34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1167.0,+63/-83,0.087,30.28,19.64,19.966,203.15,0.968,0.0,False,CPU
-35,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1162.0,+61/-59,0.058,30.6,22.99,18.743,1.94,0.121,0.0,False,CPU
-36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1132.0,+45/-51,0.033,32.32,27.15,19.177,2.44,0.121,0.0,False,CPU
-37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1131.0,+59/-76,0.054,32.38,21.08,20.887,203.15,0.091,0.0,False,CPU
-38,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1107.0,+54/-85,0.049,33.76,20.87,21.614,484.22,1.025,0.0,False,CPU
-39,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1074.0,+108/-127,0.142,35.56,18.38,23.463,1.3,0.15,0.0,False,GPU
-40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1073.0,+51/-82,0.024,35.64,21.78,22.235,484.22,0.086,0.0,False,CPU
-41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1056.0,+61/-76,0.028,36.52,25.42,22.185,9.39,0.13,0.0,False,CPU
-42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1021.0,+89/-132,0.073,38.3,23.69,28.012,278.97,0.873,0.0,False,CPU
-43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1012.0,+76/-85,0.012,38.71,22.33,22.938,2.97,0.388,0.0,False,CPU
-44,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+58/-111,0.018,39.3,30.97,25.166,0.42,0.041,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,998.0,+96/-137,0.053,39.38,24.75,28.578,278.97,0.103,0.0,False,CPU
-46,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,988.0,+75/-112,0.019,39.87,27.69,25.72,90.71,1.623,0.0,False,CPU
-47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,986.0,+81/-105,0.027,39.92,31.85,25.768,3.71,0.919,0.0,False,GPU
-48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,964.0,+79/-130,0.015,40.92,33.63,26.469,0.33,0.043,0.0,False,CPU
-49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,952.0,+88/-162,0.034,41.4,27.1,30.627,1.48,0.139,0.0,False,CPU
-50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,921.0,+80/-144,0.001,42.66,27.85,29.993,90.71,0.125,0.0,False,CPU
-51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,616.0,+109/-176,0.0,49.97,44.93,43.126,0.22,0.02,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1582.0,+110/-77,7.287,0.748,8.48,3.33,593.57,8.084,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1579.0,+98/-56,6.466,0.789,8.57,4.04,5.96,0.554,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1574.0,+142/-69,5.03,0.753,8.74,3.16,2052.28,8.252,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1547.0,+128/-57,6.337,0.713,9.74,3.78,2052.28,1.266,✔️,0.0,False,GPU
+4,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1435.0,+81/-50,12.183,0.471,14.72,9.21,2950.72,15.595,✔️,0.0,False,GPU
+5,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1425.0,+85/-56,12.33,0.434,15.23,8.35,2457.54,1.658,✔️,0.0,False,GPU
+6,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1415.0,+90/-69,11.866,0.417,15.75,8.92,1921.63,1.718,✔️,0.0,False,CPU
+7,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1402.0,+82/-72,9.204,0.465,16.4,5.52,5351.68,268.579,✔️,0.0,False,GPU
+8,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1390.0,+81/-66,14.126,0.467,17.07,7.72,317.91,1.983,➖,0.0,False,GPU
+9,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1370.0,+83/-73,10.014,0.385,18.2,5.58,5351.68,37.621,✔️,0.0,False,GPU
+10,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1366.0,+49/-38,14.198,0.31,18.4,12.57,512.57,1.18,✔️,0.0,False,CPU
+11,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1361.0,+85/-59,13.333,0.327,18.67,10.34,2457.54,0.178,✔️,0.0,False,GPU
+12,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1333.0,+44/-34,14.644,0.237,20.3,14.26,512.57,0.243,✔️,0.0,False,CPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1330.0,+80/-60,14.072,0.259,20.46,10.21,2950.72,1.225,✔️,0.0,False,GPU
+14,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1319.0,+88/-68,14.168,0.243,21.12,8.79,4806.04,0.512,✔️,0.0,False,GPU
+15,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1310.0,+52/-43,15.257,0.224,21.68,14.73,1096.5,0.584,✔️,0.0,False,CPU
+16,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1309.0,+64/-47,15.195,0.253,21.73,13.86,4.81,0.08,✔️,0.0,False,CPU
+17,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1305.0,+53/-43,15.264,0.222,21.97,15.14,1096.5,0.074,✔️,0.0,False,CPU
+18,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1297.0,+88/-76,13.006,0.324,22.45,7.6,51.83,43.615,✔️,0.0,False,GPU
+19,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1290.0,+51/-68,15.211,0.214,22.82,12.25,711.84,2.983,✔️,0.0,False,GPU
+20,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1289.0,+47/-43,15.673,0.203,22.93,15.54,693.49,1.398,✔️,0.0,False,CPU
+21,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1278.0,+68/-61,16.117,0.262,23.55,12.39,10.08,0.152,✔️,0.0,False,GPU
+22,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1276.0,+114/-107,15.466,0.292,23.67,9.47,4806.04,8.461,✔️,0.0,False,GPU
+23,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1267.0,+48/-48,16.409,0.176,24.26,14.62,1634.54,0.422,✔️,0.0,False,CPU
+24,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1265.0,+62/-65,16.741,0.21,24.38,11.3,14.37,0.334,✔️,0.0,False,GPU
+25,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1264.0,+42/-33,16.038,0.149,24.39,16.25,693.49,0.194,✔️,0.0,False,CPU
+26,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1263.0,+53/-61,16.17,0.182,24.48,12.54,711.84,0.162,✔️,0.0,False,GPU
+27,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1259.0,+81/-56,15.336,0.167,24.72,16.57,2665.36,2.619,✔️,0.0,False,CPU
+28,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1243.0,+49/-50,16.945,0.134,25.68,14.64,1634.54,0.054,✔️,0.0,False,CPU
+29,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1224.0,+62/-72,17.235,0.163,26.88,15.4,644.55,5.974,✔️,0.0,False,CPU
+30,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1222.0,+52/-53,17.663,0.153,26.97,15.18,7.32,0.054,✔️,0.0,False,CPU
+31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1221.0,+56/-50,16.483,0.123,27.02,16.05,10.89,2.249,✔️,0.0,False,GPU
+32,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1185.0,+72/-49,17.457,0.08,29.23,18.73,2665.36,0.143,✔️,0.0,False,CPU
+33,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1174.0,+64/-77,18.602,0.071,29.9,17.46,644.55,0.398,✔️,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1167.0,+63/-83,19.966,0.087,30.28,19.64,203.15,0.968,✔️,0.0,False,CPU
+35,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1162.0,+61/-59,18.743,0.058,30.6,22.99,1.94,0.121,✔️,0.0,False,CPU
+36,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1132.0,+45/-51,19.177,0.033,32.32,27.15,2.44,0.121,✔️,0.0,False,CPU
+37,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1131.0,+59/-76,20.887,0.054,32.38,21.08,203.15,0.091,✔️,0.0,False,CPU
+38,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1107.0,+54/-85,21.614,0.049,33.76,20.87,484.22,1.025,✔️,0.0,False,CPU
+39,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1074.0,+108/-127,23.463,0.142,35.56,18.38,1.3,0.15,➖,0.0,False,GPU
+40,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1073.0,+51/-82,22.235,0.024,35.64,21.78,484.22,0.086,✔️,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1056.0,+61/-76,22.185,0.028,36.52,25.42,9.39,0.13,✔️,0.0,False,CPU
+42,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1021.0,+89/-132,28.012,0.073,38.3,23.69,278.97,0.873,✔️,0.0,False,CPU
+43,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1012.0,+76/-85,22.938,0.012,38.71,22.33,2.97,0.388,✔️,0.0,False,CPU
+44,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+58/-111,25.166,0.018,39.3,30.97,0.42,0.041,✔️,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),998.0,+96/-137,28.578,0.053,39.38,24.75,278.97,0.103,✔️,0.0,False,CPU
+46,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),988.0,+75/-112,25.72,0.019,39.87,27.69,90.71,1.623,✔️,0.0,False,CPU
+47,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),986.0,+81/-105,25.768,0.027,39.92,31.85,3.71,0.919,✔️,0.0,False,GPU
+48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),964.0,+79/-130,26.469,0.015,40.92,33.63,0.33,0.043,✔️,0.0,False,CPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),952.0,+88/-162,30.627,0.034,41.4,27.1,1.48,0.139,✔️,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),921.0,+80/-144,29.993,0.001,42.66,27.85,90.71,0.125,✔️,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),616.0,+109/-176,43.126,0.0,49.97,44.93,0.22,0.02,✔️,0.0,False,CPU

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-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1600.0,+91/-54,0.729,10.36,5.33,7.184,5.52,0.529,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1588.0,+113/-69,0.685,10.87,4.46,5.826,2046.25,8.114,0.0,False,GPU
-2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1584.0,+88/-56,0.662,11.04,4.67,8.183,592.15,8.082,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1569.0,+104/-64,0.657,11.74,4.79,7.089,2046.25,1.254,0.0,False,GPU
-4,🧠🔁,Neural Network,[Mitra (default)](https://arxiv.org/abs/2510.21204),✔️,1510.0,+92/-60,0.585,14.67,5.88,10.733,144.27,3.772,0.0,False,GPU
-5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1497.0,+79/-54,0.512,15.33,6.23,10.68,3445.6,51.274,0.0,False,GPU
-6,🧠🔁,Neural Network,[LimiX (default)](https://arxiv.org/abs/2509.03505),➖,1486.0,+98/-79,0.565,15.96,5.68,11.297,3.76,0.527,0.0,False,GPU
-7,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1479.0,+79/-67,0.493,16.35,5.93,10.213,8.06,1.714,0.0,False,GPU
-8,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1442.0,+65/-50,0.385,18.49,11.6,13.145,2879.46,14.626,0.0,False,GPU
-9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1438.0,+75/-59,0.362,18.78,9.99,13.186,2379.18,1.595,0.0,False,GPU
-10,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1430.0,+69/-59,0.406,19.25,9.32,14.423,316.0,1.931,0.0,False,GPU
-11,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1419.0,+76/-58,0.339,19.93,11.82,12.9,1828.68,1.648,0.0,False,CPU
-12,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1419.0,+84/-68,0.391,19.94,6.64,10.011,5319.2,249.314,0.0,False,GPU
-13,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1415.0,+108/-75,0.407,20.2,6.42,13.416,3445.6,0.995,0.0,False,GPU
-14,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1399.0,+104/-71,0.361,21.18,6.68,10.637,5319.2,29.488,0.0,False,GPU
-15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1381.0,+86/-58,0.273,22.36,12.32,14.163,2379.18,0.176,0.0,False,GPU
-16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1376.0,+45/-44,0.233,22.67,15.32,15.222,449.53,1.149,0.0,False,CPU
-17,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),✔️,1372.0,+96/-85,0.405,22.91,8.63,15.503,3.73,0.488,0.0,False,GPU
-18,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1352.0,+65/-52,0.22,24.25,12.67,14.896,2879.46,0.944,0.0,False,GPU
-19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1347.0,+63/-58,0.225,24.59,10.35,14.824,4575.49,0.51,0.0,False,GPU
-20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1347.0,+38/-37,0.17,24.6,17.27,15.649,449.53,0.215,0.0,False,CPU
-21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1326.0,+105/-79,0.303,25.96,8.98,13.65,51.44,43.709,0.0,False,GPU
-22,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1326.0,+61/-49,0.189,25.97,16.69,16.157,4.7,0.08,0.0,False,CPU
-23,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1323.0,+56/-53,0.151,26.23,17.99,16.287,1081.93,0.556,0.0,False,CPU
-24,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1316.0,+56/-45,0.159,26.64,19.09,16.312,1081.93,0.074,0.0,False,CPU
-25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1308.0,+67/-67,0.219,27.19,14.07,16.789,9.81,0.146,0.0,False,GPU
-26,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1302.0,+53/-58,0.162,27.58,15.63,16.244,592.34,2.767,0.0,False,GPU
-27,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1298.0,+52/-52,0.138,27.86,19.56,16.778,645.57,1.032,0.0,False,CPU
-28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1295.0,+66/-71,0.174,28.07,13.53,17.352,14.36,0.311,0.0,False,GPU
-29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1292.0,+50/-50,0.129,28.32,17.46,17.207,1618.46,0.415,0.0,False,CPU
-30,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1290.0,+97/-103,0.254,28.39,11.16,16.484,4575.49,8.396,0.0,False,GPU
-31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1286.0,+69/-58,0.14,28.68,19.64,15.992,2576.18,2.415,0.0,False,CPU
-32,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1280.0,+54/-58,0.127,29.14,15.16,17.188,592.34,0.146,0.0,False,GPU
-33,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1275.0,+42/-42,0.084,29.47,19.6,17.137,645.57,0.172,0.0,False,CPU
-34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1271.0,+52/-55,0.1,29.74,16.79,17.71,1618.46,0.054,0.0,False,CPU
-35,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1254.0,+54/-58,0.115,30.88,16.81,18.247,6.86,0.052,0.0,False,CPU
-36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1253.0,+67/-78,0.143,30.93,17.0,17.887,618.9,5.468,0.0,False,CPU
-37,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1250.0,+55/-56,0.088,31.15,18.15,17.097,10.47,1.987,0.0,False,GPU
-38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1213.0,+63/-50,0.062,33.59,21.56,17.997,2576.18,0.136,0.0,False,CPU
-39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1206.0,+67/-74,0.058,34.09,19.4,19.212,618.9,0.352,0.0,False,CPU
-40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1183.0,+84/-72,0.067,35.56,23.19,21.088,199.83,0.865,0.0,False,CPU
-41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1172.0,+64/-60,0.025,36.23,29.08,19.888,1.77,0.119,0.0,False,CPU
-42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1150.0,+78/-78,0.04,37.6,25.09,21.933,199.83,0.086,0.0,False,CPU
-43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1144.0,+40/-43,0.018,38.0,32.13,20.296,2.2,0.12,0.0,False,CPU
-44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1110.0,+95/-131,0.115,40.03,21.41,23.531,1.24,0.143,0.0,False,GPU
-45,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1108.0,+65/-85,0.02,40.14,26.17,22.968,440.56,0.933,0.0,False,CPU
-46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1086.0,+75/-74,0.018,41.44,29.26,22.66,8.39,0.127,0.0,False,CPU
-47,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1078.0,+52/-79,0.004,41.88,24.91,23.518,440.56,0.085,0.0,False,CPU
-48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1057.0,+98/-123,0.071,43.04,26.02,28.113,273.27,0.715,0.0,False,CPU
-49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1043.0,+78/-87,0.0,43.76,24.97,23.546,2.84,0.381,0.0,False,CPU
-50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1034.0,+94/-126,0.047,44.19,27.79,28.584,273.27,0.098,0.0,False,CPU
-51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1020.0,+83/-108,0.02,44.93,30.67,26.329,89.68,1.55,0.0,False,CPU
-52,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1002.0,+98/-112,0.011,45.79,36.55,26.937,2.96,0.796,0.0,False,GPU
-53,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+63/-105,0.003,45.87,37.86,26.578,0.42,0.04,0.0,False,CPU
-54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,989.0,+102/-139,0.03,46.39,30.04,30.404,1.44,0.138,0.0,False,CPU
-55,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,976.0,+93/-114,0.012,46.96,38.72,27.729,0.31,0.042,0.0,False,CPU
-56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,953.0,+86/-138,0.001,47.95,30.7,30.595,89.68,0.12,0.0,False,CPU
-57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,639.0,+130/-215,0.0,55.9,49.79,43.912,0.21,0.019,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1600.0,+91/-54,7.184,0.729,10.36,5.33,5.52,0.529,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1588.0,+113/-69,5.826,0.685,10.87,4.46,2046.25,8.114,✔️,0.0,False,GPU
+2,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1584.0,+88/-56,8.183,0.662,11.04,4.67,592.15,8.082,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1569.0,+104/-64,7.089,0.657,11.74,4.79,2046.25,1.254,✔️,0.0,False,GPU
+4,🧠⚡,Foundation Model,[Mitra (default)](https://arxiv.org/abs/2510.21204),1510.0,+92/-60,10.733,0.585,14.67,5.88,144.27,3.772,✔️,0.0,False,GPU
+5,🧠⚡,Foundation Model,[TabPFNv2 (tuned + ensembled)](https://www.nature.com/articles/s41586-024-08328-6),1497.0,+79/-54,10.68,0.512,15.33,6.23,3445.6,51.274,✔️,0.0,False,GPU
+6,🧠⚡,Foundation Model,[LimiX (default)](https://arxiv.org/abs/2509.03505),1486.0,+98/-79,11.297,0.565,15.96,5.68,3.76,0.527,➖,0.0,False,GPU
+7,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),1479.0,+79/-67,10.213,0.493,16.35,5.93,8.06,1.714,✔️,0.0,False,GPU
+8,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1442.0,+65/-50,13.145,0.385,18.49,11.6,2879.46,14.626,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1438.0,+75/-59,13.186,0.362,18.78,9.99,2379.18,1.595,✔️,0.0,False,GPU
+10,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1430.0,+69/-59,14.423,0.406,19.25,9.32,316.0,1.931,➖,0.0,False,GPU
+11,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1419.0,+76/-58,12.9,0.339,19.93,11.82,1828.68,1.648,✔️,0.0,False,CPU
+12,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1419.0,+84/-68,10.011,0.391,19.94,6.64,5319.2,249.314,✔️,0.0,False,GPU
+13,🧠⚡,Foundation Model,[TabPFNv2 (tuned)](https://www.nature.com/articles/s41586-024-08328-6),1415.0,+108/-75,13.416,0.407,20.2,6.42,3445.6,0.995,✔️,0.0,False,GPU
+14,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1399.0,+104/-71,10.637,0.361,21.18,6.68,5319.2,29.488,✔️,0.0,False,GPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1381.0,+86/-58,14.163,0.273,22.36,12.32,2379.18,0.176,✔️,0.0,False,GPU
+16,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1376.0,+45/-44,15.222,0.233,22.67,15.32,449.53,1.149,✔️,0.0,False,CPU
+17,🧠⚡,Foundation Model,[TabPFNv2 (default)](https://www.nature.com/articles/s41586-024-08328-6),1372.0,+96/-85,15.503,0.405,22.91,8.63,3.73,0.488,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1352.0,+65/-52,14.896,0.22,24.25,12.67,2879.46,0.944,✔️,0.0,False,GPU
+19,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1347.0,+63/-58,14.824,0.225,24.59,10.35,4575.49,0.51,✔️,0.0,False,GPU
+20,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1347.0,+38/-37,15.649,0.17,24.6,17.27,449.53,0.215,✔️,0.0,False,CPU
+21,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1326.0,+105/-79,13.65,0.303,25.96,8.98,51.44,43.709,✔️,0.0,False,GPU
+22,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1326.0,+61/-49,16.157,0.189,25.97,16.69,4.7,0.08,✔️,0.0,False,CPU
+23,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1323.0,+56/-53,16.287,0.151,26.23,17.99,1081.93,0.556,✔️,0.0,False,CPU
+24,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1316.0,+56/-45,16.312,0.159,26.64,19.09,1081.93,0.074,✔️,0.0,False,CPU
+25,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1308.0,+67/-67,16.789,0.219,27.19,14.07,9.81,0.146,✔️,0.0,False,GPU
+26,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1302.0,+53/-58,16.244,0.162,27.58,15.63,592.34,2.767,✔️,0.0,False,GPU
+27,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1298.0,+52/-52,16.778,0.138,27.86,19.56,645.57,1.032,✔️,0.0,False,CPU
+28,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1295.0,+66/-71,17.352,0.174,28.07,13.53,14.36,0.311,✔️,0.0,False,GPU
+29,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1292.0,+50/-50,17.207,0.129,28.32,17.46,1618.46,0.415,✔️,0.0,False,CPU
+30,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1290.0,+97/-103,16.484,0.254,28.39,11.16,4575.49,8.396,✔️,0.0,False,GPU
+31,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1286.0,+69/-58,15.992,0.14,28.68,19.64,2576.18,2.415,✔️,0.0,False,CPU
+32,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1280.0,+54/-58,17.188,0.127,29.14,15.16,592.34,0.146,✔️,0.0,False,GPU
+33,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1275.0,+42/-42,17.137,0.084,29.47,19.6,645.57,0.172,✔️,0.0,False,CPU
+34,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1271.0,+52/-55,17.71,0.1,29.74,16.79,1618.46,0.054,✔️,0.0,False,CPU
+35,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1254.0,+54/-58,18.247,0.115,30.88,16.81,6.86,0.052,✔️,0.0,False,CPU
+36,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1253.0,+67/-78,17.887,0.143,30.93,17.0,618.9,5.468,✔️,0.0,False,CPU
+37,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1250.0,+55/-56,17.097,0.088,31.15,18.15,10.47,1.987,✔️,0.0,False,GPU
+38,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1213.0,+63/-50,17.997,0.062,33.59,21.56,2576.18,0.136,✔️,0.0,False,CPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1206.0,+67/-74,19.212,0.058,34.09,19.4,618.9,0.352,✔️,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1183.0,+84/-72,21.088,0.067,35.56,23.19,199.83,0.865,✔️,0.0,False,CPU
+41,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1172.0,+64/-60,19.888,0.025,36.23,29.08,1.77,0.119,✔️,0.0,False,CPU
+42,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1150.0,+78/-78,21.933,0.04,37.6,25.09,199.83,0.086,✔️,0.0,False,CPU
+43,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1144.0,+40/-43,20.296,0.018,38.0,32.13,2.2,0.12,✔️,0.0,False,CPU
+44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1110.0,+95/-131,23.531,0.115,40.03,21.41,1.24,0.143,➖,0.0,False,GPU
+45,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1108.0,+65/-85,22.968,0.02,40.14,26.17,440.56,0.933,✔️,0.0,False,CPU
+46,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1086.0,+75/-74,22.66,0.018,41.44,29.26,8.39,0.127,✔️,0.0,False,CPU
+47,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1078.0,+52/-79,23.518,0.004,41.88,24.91,440.56,0.085,✔️,0.0,False,CPU
+48,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1057.0,+98/-123,28.113,0.071,43.04,26.02,273.27,0.715,✔️,0.0,False,CPU
+49,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1043.0,+78/-87,23.546,0.0,43.76,24.97,2.84,0.381,✔️,0.0,False,CPU
+50,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1034.0,+94/-126,28.584,0.047,44.19,27.79,273.27,0.098,✔️,0.0,False,CPU
+51,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1020.0,+83/-108,26.329,0.02,44.93,30.67,89.68,1.55,✔️,0.0,False,CPU
+52,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1002.0,+98/-112,26.937,0.011,45.79,36.55,2.96,0.796,✔️,0.0,False,GPU
+53,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+63/-105,26.578,0.003,45.87,37.86,0.42,0.04,✔️,0.0,False,CPU
+54,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),989.0,+102/-139,30.404,0.03,46.39,30.04,1.44,0.138,✔️,0.0,False,CPU
+55,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),976.0,+93/-114,27.729,0.012,46.96,38.72,0.31,0.042,✔️,0.0,False,CPU
+56,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),953.0,+86/-138,30.595,0.001,47.95,30.7,89.68,0.12,✔️,0.0,False,CPU
+57,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),639.0,+130/-215,43.912,0.0,55.9,49.79,0.21,0.019,✔️,0.0,False,CPU

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-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1673.0,+76/-63,0.809,7.05,3.08,6.447,545.23,6.469,0.0,False,GPU
-1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1593.0,+81/-76,0.709,9.74,3.16,5.921,2046.25,8.976,0.0,False,GPU
-2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1566.0,+79/-70,0.671,10.79,3.98,6.967,2046.25,1.329,0.0,False,GPU
-3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1550.0,+72/-69,0.683,11.47,4.59,7.392,5.76,0.794,0.0,False,GPU
-4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1516.0,+78/-58,0.533,13.01,5.2,10.128,1684.49,1.97,0.0,False,CPU
-5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1500.0,+62/-54,0.508,13.74,8.2,10.684,2879.46,12.49,0.0,False,GPU
-6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1472.0,+76/-48,0.449,15.12,7.64,12.019,2466.21,1.502,0.0,False,GPU
-7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1440.0,+48/-36,0.374,16.81,11.12,13.132,382.05,1.488,0.0,False,CPU
-8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1421.0,+77/-56,0.428,17.83,6.22,11.076,4940.61,307.751,0.0,False,GPU
-9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1417.0,+73/-58,0.367,18.06,8.85,12.922,2466.21,0.176,0.0,False,GPU
-10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1416.0,+58/-47,0.328,18.11,9.33,12.344,2879.46,0.598,0.0,False,GPU
-11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1415.0,+54/-46,0.349,18.15,10.54,12.625,1372.94,0.556,0.0,False,CPU
-12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1406.0,+58/-44,0.338,18.65,10.04,12.832,1372.94,0.074,0.0,False,CPU
-13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1396.0,+41/-34,0.279,19.26,13.36,13.856,382.05,0.254,0.0,False,CPU
-14,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1386.0,+53/-47,0.305,19.81,11.85,13.978,685.87,1.455,0.0,False,CPU
-15,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1383.0,+50/-46,0.325,19.97,10.59,13.472,5.72,0.076,0.0,False,CPU
-16,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1376.0,+57/-54,0.354,20.4,10.32,15.277,282.72,1.886,0.0,False,GPU
-17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1371.0,+89/-82,0.345,20.64,9.1,13.51,4879.89,8.744,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1370.0,+60/-41,0.238,20.74,9.81,13.555,4879.89,0.525,0.0,False,GPU
-19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1359.0,+47/-44,0.245,21.35,14.58,14.358,685.87,0.205,0.0,False,CPU
-20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1358.0,+67/-58,0.307,21.4,7.33,12.802,4940.61,41.606,0.0,False,GPU
-21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1337.0,+44/-45,0.226,22.61,13.17,14.984,934.1,3.063,0.0,False,GPU
-22,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1318.0,+43/-36,0.183,23.73,15.62,16.035,2686.11,0.47,0.0,False,CPU
-23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1315.0,+61/-54,0.254,23.93,13.32,15.709,10.21,0.138,0.0,False,GPU
-24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1314.0,+45/-43,0.184,23.95,16.27,14.908,2389.22,2.158,0.0,False,CPU
-25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1294.0,+51/-54,0.175,25.17,14.33,16.495,934.1,0.169,0.0,False,GPU
-26,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1280.0,+45/-38,0.126,25.99,16.88,16.759,2686.11,0.054,0.0,False,CPU
-27,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1277.0,+67/-64,0.238,26.17,9.08,16.109,49.21,43.824,0.0,False,GPU
-28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1266.0,+61/-60,0.169,26.82,15.31,17.277,618.9,4.766,0.0,False,CPU
-29,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1252.0,+44/-46,0.128,27.62,18.04,17.998,6.86,0.057,0.0,False,CPU
-30,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1252.0,+46/-45,0.125,27.62,15.26,17.837,14.78,0.346,0.0,False,GPU
-31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1243.0,+40/-37,0.087,28.19,19.4,17.108,10.47,1.707,0.0,False,GPU
-32,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1232.0,+48/-52,0.106,28.81,19.48,17.195,1.77,0.117,0.0,False,CPU
-33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1228.0,+47/-37,0.081,29.06,20.0,17.147,2389.22,0.152,0.0,False,CPU
-34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1214.0,+52/-52,0.1,29.84,19.19,18.724,189.76,0.743,0.0,False,CPU
-35,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1195.0,+53/-59,0.074,30.91,19.12,19.123,618.9,0.298,0.0,False,CPU
-36,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1188.0,+64/-57,0.09,31.32,18.57,19.635,323.74,0.743,0.0,False,CPU
-37,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1188.0,+48/-38,0.065,31.32,26.28,18.263,1.79,0.12,0.0,False,CPU
-38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1172.0,+54/-54,0.073,32.24,19.76,19.957,189.76,0.079,0.0,False,CPU
-39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1150.0,+60/-56,0.062,33.44,18.14,20.504,323.74,0.076,0.0,False,CPU
-40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1085.0,+45/-56,0.015,36.8,28.14,21.856,6.83,0.147,0.0,False,CPU
-41,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1041.0,+86/-88,0.043,38.9,28.09,29.56,252.58,0.528,0.0,False,CPU
-42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1038.0,+63/-67,0.017,39.03,26.67,24.207,2.91,0.368,0.0,False,CPU
-43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1019.0,+67/-93,0.02,39.87,26.93,27.374,139.84,3.615,0.0,False,CPU
-44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,1013.0,+86/-103,0.079,40.12,25.02,28.483,1.11,0.189,0.0,False,GPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1010.0,+87/-92,0.031,40.23,29.46,30.319,252.58,0.089,0.0,False,CPU
-46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,1005.0,+73/-85,0.032,40.44,33.02,27.121,3.61,0.939,0.0,False,GPU
-47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+58/-63,0.01,40.67,34.46,26.637,0.38,0.037,0.0,False,CPU
-48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,947.0,+68/-72,0.008,42.72,37.34,28.882,0.25,0.041,0.0,False,CPU
-49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,927.0,+94/-111,0.019,43.43,32.94,33.16,1.29,0.131,0.0,False,CPU
-50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,900.0,+84/-117,0.004,44.32,32.53,33.585,139.84,0.193,0.0,False,CPU
-51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,563.0,+111/-112,0.0,50.66,47.64,49.469,0.18,0.029,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1673.0,+76/-63,6.447,0.809,7.05,3.08,545.23,6.469,✔️,0.0,False,GPU
+1,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1593.0,+81/-76,5.921,0.709,9.74,3.16,2046.25,8.976,✔️,0.0,False,GPU
+2,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1566.0,+79/-70,6.967,0.671,10.79,3.98,2046.25,1.329,✔️,0.0,False,GPU
+3,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1550.0,+72/-69,7.392,0.683,11.47,4.59,5.76,0.794,✔️,0.0,False,GPU
+4,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1516.0,+78/-58,10.128,0.533,13.01,5.2,1684.49,1.97,✔️,0.0,False,CPU
+5,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1500.0,+62/-54,10.684,0.508,13.74,8.2,2879.46,12.49,✔️,0.0,False,GPU
+6,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1472.0,+76/-48,12.019,0.449,15.12,7.64,2466.21,1.502,✔️,0.0,False,GPU
+7,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1440.0,+48/-36,13.132,0.374,16.81,11.12,382.05,1.488,✔️,0.0,False,CPU
+8,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1421.0,+77/-56,11.076,0.428,17.83,6.22,4940.61,307.751,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1417.0,+73/-58,12.922,0.367,18.06,8.85,2466.21,0.176,✔️,0.0,False,GPU
+10,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1416.0,+58/-47,12.344,0.328,18.11,9.33,2879.46,0.598,✔️,0.0,False,GPU
+11,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1415.0,+54/-46,12.625,0.349,18.15,10.54,1372.94,0.556,✔️,0.0,False,CPU
+12,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1406.0,+58/-44,12.832,0.338,18.65,10.04,1372.94,0.074,✔️,0.0,False,CPU
+13,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1396.0,+41/-34,13.856,0.279,19.26,13.36,382.05,0.254,✔️,0.0,False,CPU
+14,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1386.0,+53/-47,13.978,0.305,19.81,11.85,685.87,1.455,✔️,0.0,False,CPU
+15,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1383.0,+50/-46,13.472,0.325,19.97,10.59,5.72,0.076,✔️,0.0,False,CPU
+16,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1376.0,+57/-54,15.277,0.354,20.4,10.32,282.72,1.886,➖,0.0,False,GPU
+17,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1371.0,+89/-82,13.51,0.345,20.64,9.1,4879.89,8.744,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1370.0,+60/-41,13.555,0.238,20.74,9.81,4879.89,0.525,✔️,0.0,False,GPU
+19,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1359.0,+47/-44,14.358,0.245,21.35,14.58,685.87,0.205,✔️,0.0,False,CPU
+20,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1358.0,+67/-58,12.802,0.307,21.4,7.33,4940.61,41.606,✔️,0.0,False,GPU
+21,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1337.0,+44/-45,14.984,0.226,22.61,13.17,934.1,3.063,✔️,0.0,False,GPU
+22,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1318.0,+43/-36,16.035,0.183,23.73,15.62,2686.11,0.47,✔️,0.0,False,CPU
+23,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1315.0,+61/-54,15.709,0.254,23.93,13.32,10.21,0.138,✔️,0.0,False,GPU
+24,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1314.0,+45/-43,14.908,0.184,23.95,16.27,2389.22,2.158,✔️,0.0,False,CPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1294.0,+51/-54,16.495,0.175,25.17,14.33,934.1,0.169,✔️,0.0,False,GPU
+26,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1280.0,+45/-38,16.759,0.126,25.99,16.88,2686.11,0.054,✔️,0.0,False,CPU
+27,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1277.0,+67/-64,16.109,0.238,26.17,9.08,49.21,43.824,✔️,0.0,False,GPU
+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1266.0,+61/-60,17.277,0.169,26.82,15.31,618.9,4.766,✔️,0.0,False,CPU
+29,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1252.0,+44/-46,17.998,0.128,27.62,18.04,6.86,0.057,✔️,0.0,False,CPU
+30,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1252.0,+46/-45,17.837,0.125,27.62,15.26,14.78,0.346,✔️,0.0,False,GPU
+31,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1243.0,+40/-37,17.108,0.087,28.19,19.4,10.47,1.707,✔️,0.0,False,GPU
+32,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1232.0,+48/-52,17.195,0.106,28.81,19.48,1.77,0.117,✔️,0.0,False,CPU
+33,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1228.0,+47/-37,17.147,0.081,29.06,20.0,2389.22,0.152,✔️,0.0,False,CPU
+34,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1214.0,+52/-52,18.724,0.1,29.84,19.19,189.76,0.743,✔️,0.0,False,CPU
+35,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1195.0,+53/-59,19.123,0.074,30.91,19.12,618.9,0.298,✔️,0.0,False,CPU
+36,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1188.0,+64/-57,19.635,0.09,31.32,18.57,323.74,0.743,✔️,0.0,False,CPU
+37,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1188.0,+48/-38,18.263,0.065,31.32,26.28,1.79,0.12,✔️,0.0,False,CPU
+38,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1172.0,+54/-54,19.957,0.073,32.24,19.76,189.76,0.079,✔️,0.0,False,CPU
+39,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1150.0,+60/-56,20.504,0.062,33.44,18.14,323.74,0.076,✔️,0.0,False,CPU
+40,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1085.0,+45/-56,21.856,0.015,36.8,28.14,6.83,0.147,✔️,0.0,False,CPU
+41,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1041.0,+86/-88,29.56,0.043,38.9,28.09,252.58,0.528,✔️,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1038.0,+63/-67,24.207,0.017,39.03,26.67,2.91,0.368,✔️,0.0,False,CPU
+43,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1019.0,+67/-93,27.374,0.02,39.87,26.93,139.84,3.615,✔️,0.0,False,CPU
+44,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),1013.0,+86/-103,28.483,0.079,40.12,25.02,1.11,0.189,➖,0.0,False,GPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1010.0,+87/-92,30.319,0.031,40.23,29.46,252.58,0.089,✔️,0.0,False,CPU
+46,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),1005.0,+73/-85,27.121,0.032,40.44,33.02,3.61,0.939,✔️,0.0,False,GPU
+47,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+58/-63,26.637,0.01,40.67,34.46,0.38,0.037,✔️,0.0,False,CPU
+48,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),947.0,+68/-72,28.882,0.008,42.72,37.34,0.25,0.041,✔️,0.0,False,CPU
+49,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),927.0,+94/-111,33.16,0.019,43.43,32.94,1.29,0.131,✔️,0.0,False,CPU
+50,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),900.0,+84/-117,33.585,0.004,44.32,32.53,139.84,0.193,✔️,0.0,False,CPU
+51,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),563.0,+111/-112,49.469,0.0,50.66,47.64,0.18,0.029,✔️,0.0,False,CPU

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-#,Type,TypeName,Model,Verified,Elo [⬆️],Elo 95% CI,Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Improvability (%) [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Imputed (%) [⬇️],Imputed,Hardware
-0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1929.0,+143/-60,0.907,4.76,2.46,2.178,275.97,2.818,0.0,False,GPU
-1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",✔️,1873.0,+172/-66,0.859,5.97,2.64,2.411,314.17,2.249,0.0,False,CPU
-2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),✔️,1707.0,+129/-66,0.618,11.18,6.2,5.406,697.8,0.199,0.0,False,CPU
-3,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),✔️,1705.0,+141/-72,0.623,11.24,5.16,5.651,697.8,0.023,0.0,False,CPU
-4,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),✔️,1676.0,+124/-64,0.609,12.42,5.87,5.593,2.44,0.027,0.0,False,CPU
-5,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),✔️,1673.0,+138/-96,0.542,12.54,7.25,7.874,207.65,0.398,0.0,False,CPU
-6,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1669.0,+144/-74,0.529,12.7,8.34,8.132,93.21,0.758,0.0,False,CPU
-7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),✔️,1651.0,+120/-91,0.517,13.46,8.65,7.253,1624.54,1.763,0.0,False,GPU
-8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),✔️,1646.0,+218/-129,0.54,13.7,3.82,7.545,783.29,13.79,0.0,False,GPU
-9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),✔️,1626.0,+148/-132,0.53,14.59,7.55,7.556,2338.19,14.248,0.0,False,GPU
-10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),✔️,1604.0,+180/-118,0.462,15.6,6.08,8.633,1398.9,0.645,0.0,False,GPU
-11,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),✔️,1599.0,+111/-77,0.429,15.82,11.69,8.689,207.65,0.056,0.0,False,CPU
-12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),✔️,1594.0,+205/-121,0.468,16.03,6.06,8.372,783.29,1.924,0.0,False,GPU
-13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),✔️,1567.0,+129/-90,0.338,17.34,9.49,8.727,1624.54,0.083,0.0,False,GPU
-14,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1554.0,+167/-78,0.346,17.97,11.64,9.811,93.21,0.087,0.0,False,CPU
-15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),✔️,1554.0,+190/-148,0.412,17.98,6.83,9.345,1398.9,0.062,0.0,False,GPU
-16,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),✔️,1541.0,+154/-119,0.414,18.63,8.37,9.121,2.3,0.82,0.0,False,GPU
-17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),✔️,1518.0,+166/-148,0.413,19.76,8.93,9.743,7.51,3.146,0.0,False,GPU
-18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),✔️,1508.0,+114/-82,0.263,20.28,12.89,10.245,2338.19,0.54,0.0,False,GPU
-19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),✔️,1486.0,+156/-141,0.326,21.43,8.09,9.963,4805.66,461.797,0.0,False,GPU
-20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1476.0,+89/-75,0.234,21.91,15.1,10.081,1169.3,1.442,0.0,False,CPU
-21,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1466.0,+146/-106,0.216,22.47,15.25,12.538,893.93,0.205,0.0,False,CPU
-22,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),✔️,1438.0,+156/-129,0.255,23.92,13.66,10.925,0.47,0.052,0.0,False,CPU
-23,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),✔️,1422.0,+131/-134,0.177,24.79,16.12,12.437,709.85,2.929,0.0,False,GPU
-24,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1398.0,+160/-107,0.139,26.12,19.84,13.588,893.93,0.016,0.0,False,CPU
-25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),✔️,1388.0,+130/-132,0.146,26.66,20.31,14.508,709.85,0.19,0.0,False,GPU
-26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),✔️,1385.0,+149/-155,0.217,26.8,15.57,12.673,5.67,0.081,0.0,False,GPU
-27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),✔️,1359.0,+84/-82,0.069,28.18,24.73,13.533,6.98,0.233,0.0,False,GPU
-28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),✔️,1357.0,+96/-140,0.11,28.29,21.75,14.453,389.62,2.114,0.0,False,CPU
-29,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),➖,1350.0,+138/-132,0.122,28.69,21.21,15.914,84.36,0.919,0.0,False,GPU
-30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1345.0,+81/-84,0.073,28.91,23.58,12.262,1169.3,0.053,0.0,False,CPU
-31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),✔️,1342.0,+125/-102,0.084,29.11,25.2,15.622,2.09,0.019,0.0,False,CPU
-32,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),✔️,1329.0,+117/-121,0.078,29.75,19.44,13.696,4805.66,43.211,0.0,False,GPU
-33,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1327.0,+118/-103,0.062,29.86,22.08,13.691,52.45,0.219,0.0,False,CPU
-34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),✔️,1294.0,+94/-111,0.062,31.52,28.6,13.707,0.28,0.033,0.0,False,CPU
-35,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1289.0,+127/-116,0.063,31.78,23.78,14.607,52.45,0.021,0.0,False,CPU
-36,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),✔️,1281.0,+79/-74,0.007,32.17,29.44,14.625,10.5,0.606,0.0,False,GPU
-37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1262.0,+71/-88,0.025,33.1,30.65,13.747,38.42,0.32,0.0,False,CPU
-38,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),✔️,1249.0,+123/-152,0.032,33.75,21.52,17.564,46.9,45.623,0.0,False,GPU
-39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),✔️,1218.0,+79/-144,0.032,35.18,30.19,17.632,389.62,0.112,0.0,False,CPU
-40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,1203.0,+77/-86,0.011,35.87,33.94,15.534,38.42,0.028,0.0,False,CPU
-41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1179.0,+62/-68,0.0,36.96,35.47,16.733,1.87,0.046,0.0,False,CPU
-42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),✔️,1145.0,+110/-215,0.038,38.39,33.26,21.37,1.61,0.112,0.0,False,CPU
-43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1103.0,+142/-227,0.008,40.08,36.17,26.799,43.46,0.087,0.0,False,CPU
-44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,1070.0,+93/-195,0.01,41.31,32.77,24.389,331.68,44.947,0.0,False,CPU
-45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,1051.0,+151/-241,0.005,41.96,38.8,28.022,43.46,0.021,0.0,False,CPU
-46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),✔️,1000.0,+102/-183,0.0,43.65,42.56,22.382,0.12,0.013,0.0,False,CPU
-47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),✔️,927.0,+140/-232,0.0,45.73,44.31,29.594,0.2,0.023,0.0,False,CPU
-48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),✔️,916.0,+205/-468,0.022,46.02,40.6,31.186,2.8,0.224,0.0,False,GPU
-49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),✔️,884.0,+91/-212,0.0,46.79,46.36,26.748,0.09,0.019,0.0,False,CPU
-50,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),➖,861.0,+107/-173,0.0,47.32,46.59,32.966,0.2,0.033,0.0,False,GPU
-51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,816.0,+64/-150,0.0,48.23,47.9,32.095,331.68,1.626,0.0,False,CPU
-52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),✔️,451.0,+130/-393,0.0,52.34,52.31,49.299,0.12,0.101,0.0,False,CPU
+#,Type,TypeName,Model,Elo [⬆️],Elo 95% CI,Improvability (%) [⬇️],Score [⬆️],Rank [⬇️],Harmonic Rank [⬇️],Median Train Time (s/1K) [⬇️],Median Predict Time (s/1K) [⬇️],Verified,Imputed (%) [⬇️],Imputed,Hardware
+0,📊,Reference Pipeline,"[AutoGluon 1.4 (extreme, 4h)](https://arxiv.org/abs/2003.06505)",1929.0,+143/-60,2.178,0.907,4.76,2.46,275.97,2.818,✔️,0.0,False,GPU
+1,📊,Reference Pipeline,"[AutoGluon 1.4 (best, 4h)](https://arxiv.org/abs/2003.06505)",1873.0,+172/-66,2.411,0.859,5.97,2.64,314.17,2.249,✔️,0.0,False,CPU
+2,🌳,Tree-based,[CatBoost (tuned + ensembled)](https://arxiv.org/abs/1706.09516),1707.0,+129/-66,5.406,0.618,11.18,6.2,697.8,0.199,✔️,0.0,False,CPU
+3,🌳,Tree-based,[CatBoost (tuned)](https://arxiv.org/abs/1706.09516),1705.0,+141/-72,5.651,0.623,11.24,5.16,697.8,0.023,✔️,0.0,False,CPU
+4,🌳,Tree-based,[CatBoost (default)](https://arxiv.org/abs/1706.09516),1676.0,+124/-64,5.593,0.609,12.42,5.87,2.44,0.027,✔️,0.0,False,CPU
+5,🌳,Tree-based,[XGBoost (tuned + ensembled)](https://arxiv.org/abs/1603.02754),1673.0,+138/-96,7.874,0.542,12.54,7.25,207.65,0.398,✔️,0.0,False,CPU
+6,🌳,Tree-based,[LightGBM (tuned + ensembled)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1669.0,+144/-74,8.132,0.529,12.7,8.34,93.21,0.758,✔️,0.0,False,CPU
+7,🧠🔁,Neural Network,[RealMLP (tuned + ensembled)](https://arxiv.org/abs/2407.04491),1651.0,+120/-91,7.253,0.517,13.46,8.65,1624.54,1.763,✔️,0.0,False,GPU
+8,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned + ensembled)](https://arxiv.org/abs/2511.08667),1646.0,+218/-129,7.545,0.54,13.7,3.82,783.29,13.79,✔️,0.0,False,GPU
+9,🧠🔁,Neural Network,[ModernNCA (tuned + ensembled)](https://arxiv.org/abs/2407.03257),1626.0,+148/-132,7.556,0.53,14.59,7.55,2338.19,14.248,✔️,0.0,False,GPU
+10,🧠🔁,Neural Network,[TabM (tuned + ensembled)](https://arxiv.org/abs/2410.24210),1604.0,+180/-118,8.633,0.462,15.6,6.08,1398.9,0.645,✔️,0.0,False,GPU
+11,🌳,Tree-based,[XGBoost (tuned)](https://arxiv.org/abs/1603.02754),1599.0,+111/-77,8.689,0.429,15.82,11.69,207.65,0.056,✔️,0.0,False,CPU
+12,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (tuned)](https://arxiv.org/abs/2511.08667),1594.0,+205/-121,8.372,0.468,16.03,6.06,783.29,1.924,✔️,0.0,False,GPU
+13,🧠🔁,Neural Network,[RealMLP (tuned)](https://arxiv.org/abs/2407.04491),1567.0,+129/-90,8.727,0.338,17.34,9.49,1624.54,0.083,✔️,0.0,False,GPU
+14,🌳,Tree-based,[LightGBM (tuned)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1554.0,+167/-78,9.811,0.346,17.97,11.64,93.21,0.087,✔️,0.0,False,CPU
+15,🧠🔁,Neural Network,[TabM (tuned)](https://arxiv.org/abs/2410.24210),1554.0,+190/-148,9.345,0.412,17.98,6.83,1398.9,0.062,✔️,0.0,False,GPU
+16,🧠⚡,Foundation Model,[RealTabPFN-v2.5 (default)](https://arxiv.org/abs/2511.08667),1541.0,+154/-119,9.121,0.414,18.63,8.37,2.3,0.82,✔️,0.0,False,GPU
+17,🧠⚡,Foundation Model,[TabICL (default)](https://arxiv.org/abs/2502.05564),1518.0,+166/-148,9.743,0.413,19.76,8.93,7.51,3.146,✔️,0.0,False,GPU
+18,🧠🔁,Neural Network,[ModernNCA (tuned)](https://arxiv.org/abs/2407.03257),1508.0,+114/-82,10.245,0.263,20.28,12.89,2338.19,0.54,✔️,0.0,False,GPU
+19,🧠⚡,Foundation Model,[TabDPT (tuned + ensembled)](https://arxiv.org/abs/2410.18164),1486.0,+156/-141,9.963,0.326,21.43,8.09,4805.66,461.797,✔️,0.0,False,GPU
+20,🧠🔁,Neural Network,[TorchMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1476.0,+89/-75,10.081,0.234,21.91,15.1,1169.3,1.442,✔️,0.0,False,CPU
+21,🌳,Tree-based,[EBM (tuned + ensembled)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1466.0,+146/-106,12.538,0.216,22.47,15.25,893.93,0.205,✔️,0.0,False,CPU
+22,🌳,Tree-based,[XGBoost (default)](https://arxiv.org/abs/1603.02754),1438.0,+156/-129,10.925,0.255,23.92,13.66,0.47,0.052,✔️,0.0,False,CPU
+23,❓,Other,[xRFM (tuned + ensembled)](https://arxiv.org/abs/2508.10053),1422.0,+131/-134,12.437,0.177,24.79,16.12,709.85,2.929,✔️,0.0,False,GPU
+24,🌳,Tree-based,[EBM (tuned)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1398.0,+160/-107,13.588,0.139,26.12,19.84,893.93,0.016,✔️,0.0,False,CPU
+25,❓,Other,[xRFM (tuned)](https://arxiv.org/abs/2508.10053),1388.0,+130/-132,14.508,0.146,26.66,20.31,709.85,0.19,✔️,0.0,False,GPU
+26,🧠🔁,Neural Network,[TabM (default)](https://arxiv.org/abs/2410.24210),1385.0,+149/-155,12.673,0.217,26.8,15.57,5.67,0.081,✔️,0.0,False,GPU
+27,🧠🔁,Neural Network,[RealMLP (default)](https://arxiv.org/abs/2407.04491),1359.0,+84/-82,13.533,0.069,28.18,24.73,6.98,0.233,✔️,0.0,False,GPU
+28,🧠🔁,Neural Network,[FastaiMLP (tuned + ensembled)](https://arxiv.org/abs/2003.06505),1357.0,+96/-140,14.453,0.11,28.29,21.75,389.62,2.114,✔️,0.0,False,CPU
+29,🧠⚡,Foundation Model,[BetaTabPFN (default)](https://arxiv.org/abs/2502.02527),1350.0,+138/-132,15.914,0.122,28.69,21.21,84.36,0.919,➖,0.0,False,GPU
+30,🧠🔁,Neural Network,[TorchMLP (tuned)](https://arxiv.org/abs/2003.06505),1345.0,+81/-84,12.262,0.073,28.91,23.58,1169.3,0.053,✔️,0.0,False,CPU
+31,🌳,Tree-based,[EBM (default)](https://www.cs.cornell.edu/~yinlou/papers/lou-kdd13.pdf),1342.0,+125/-102,15.622,0.084,29.11,25.2,2.09,0.019,✔️,0.0,False,CPU
+32,🧠⚡,Foundation Model,[TabDPT (tuned)](https://arxiv.org/abs/2410.18164),1329.0,+117/-121,13.696,0.078,29.75,19.44,4805.66,43.211,✔️,0.0,False,GPU
+33,🌳,Tree-based,[RandomForest (tuned + ensembled)](https://link.springer.com/article/10.1023/A:1010933404324),1327.0,+118/-103,13.691,0.062,29.86,22.08,52.45,0.219,✔️,0.0,False,CPU
+34,🌳,Tree-based,[LightGBM (default)](https://papers.nips.cc/paper_files/paper/2017/hash/6449f44a102fde848669bdd9eb6b76fa-Abstract.html),1294.0,+94/-111,13.707,0.062,31.52,28.6,0.28,0.033,✔️,0.0,False,CPU
+35,🌳,Tree-based,[RandomForest (tuned)](https://link.springer.com/article/10.1023/A:1010933404324),1289.0,+127/-116,14.607,0.063,31.78,23.78,52.45,0.021,✔️,0.0,False,CPU
+36,🧠🔁,Neural Network,[ModernNCA (default)](https://arxiv.org/abs/2407.03257),1281.0,+79/-74,14.625,0.007,32.17,29.44,10.5,0.606,✔️,0.0,False,GPU
+37,🌳,Tree-based,[ExtraTrees (tuned + ensembled)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1262.0,+71/-88,13.747,0.025,33.1,30.65,38.42,0.32,✔️,0.0,False,CPU
+38,🧠⚡,Foundation Model,[TabDPT (default)](https://arxiv.org/abs/2410.18164),1249.0,+123/-152,17.564,0.032,33.75,21.52,46.9,45.623,✔️,0.0,False,GPU
+39,🧠🔁,Neural Network,[FastaiMLP (tuned)](https://arxiv.org/abs/2003.06505),1218.0,+79/-144,17.632,0.032,35.18,30.19,389.62,0.112,✔️,0.0,False,CPU
+40,🌳,Tree-based,[ExtraTrees (tuned)](https://link.springer.com/article/10.1007/s10994-006-6226-1),1203.0,+77/-86,15.534,0.011,35.87,33.94,38.42,0.028,✔️,0.0,False,CPU
+41,🧠🔁,Neural Network,[TorchMLP (default)](https://arxiv.org/abs/2003.06505),1179.0,+62/-68,16.733,0.0,36.96,35.47,1.87,0.046,✔️,0.0,False,CPU
+42,🧠🔁,Neural Network,[FastaiMLP (default)](https://arxiv.org/abs/2003.06505),1145.0,+110/-215,21.37,0.038,38.39,33.26,1.61,0.112,✔️,0.0,False,CPU
+43,📏,Baseline,[Linear (tuned + ensembled)](https://scikit-learn.org/stable/modules/linear_model.html),1103.0,+142/-227,26.799,0.008,40.08,36.17,43.46,0.087,✔️,0.0,False,CPU
+44,📏,Baseline,[KNN (tuned + ensembled)](https://scikit-learn.org/stable/modules/neighbors.html),1070.0,+93/-195,24.389,0.01,41.31,32.77,331.68,44.947,✔️,0.0,False,CPU
+45,📏,Baseline,[Linear (tuned)](https://scikit-learn.org/stable/modules/linear_model.html),1051.0,+151/-241,28.022,0.005,41.96,38.8,43.46,0.021,✔️,0.0,False,CPU
+46,🌳,Tree-based,[RandomForest (default)](https://link.springer.com/article/10.1023/A:1010933404324),1000.0,+102/-183,22.382,0.0,43.65,42.56,0.12,0.013,✔️,0.0,False,CPU
+47,📏,Baseline,[Linear (default)](https://scikit-learn.org/stable/modules/linear_model.html),927.0,+140/-232,29.594,0.0,45.73,44.31,0.2,0.023,✔️,0.0,False,CPU
+48,❓,Other,[xRFM (default)](https://arxiv.org/abs/2508.10053),916.0,+205/-468,31.186,0.022,46.02,40.6,2.8,0.224,✔️,0.0,False,GPU
+49,🌳,Tree-based,[ExtraTrees (default)](https://link.springer.com/article/10.1007/s10994-006-6226-1),884.0,+91/-212,26.748,0.0,46.79,46.36,0.09,0.019,✔️,0.0,False,CPU
+50,🧠⚡,Foundation Model,[TabFlex (default)](https://arxiv.org/abs/2506.05584),861.0,+107/-173,32.966,0.0,47.32,46.59,0.2,0.033,➖,0.0,False,GPU
+51,📏,Baseline,[KNN (tuned)](https://scikit-learn.org/stable/modules/neighbors.html),816.0,+64/-150,32.095,0.0,48.23,47.9,331.68,1.626,✔️,0.0,False,CPU
+52,📏,Baseline,[KNN (default)](https://scikit-learn.org/stable/modules/neighbors.html),451.0,+130/-393,49.299,0.0,52.34,52.31,0.12,0.101,✔️,0.0,False,CPU

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