Beyond Domain-Routed Supervision: Cross-Teacher Guarding for Multi-Teacher On-Policy Distillation Paper • 2610.13521 • Published 9 days ago • 243
Any Time, Any Space: A World-State-Centric Framework for Agentic Video Generation Paper • 2610.20571 • Published 4 days ago • 343
Speculative Forcing for Efficient Autoregressive Video Generation Paper • 2610.22347 • Published 3 days ago • 76
The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation Paper • 2609.36484 • Published 19 days ago • 564
False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents Paper • 2609.39102 • Published 18 days ago • 665
PROWBench: Do Video Models Render What the Program Specifies? Paper • 2610.02205 • Published 13 days ago • 75
PhysVista: Benchmarking Physical Intelligence in VLMs via a Perception-Reasoning-Assessment Loop Paper • 2610.00559 • Published 18 days ago • 69
World Observer: Joint Actor-Observer Generation for Persistent World Modeling Paper • 2610.02162 • Published 17 days ago • 91
MolmoAct2: Action Reasoning Models for Real-world Deployment Paper • 2605.02881 • Published May 4 • 359
StateM: Reaching 95.3% Raw Accuracy, or a \$15 Frontier Run, on Terminal-Bench 2.1 via Harness Scaling Paper • 2608.15089 • Published Aug 15 • 452
LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence Paper • 2609.17488 • Published Sep 15 • 865