iSDFT: Information-Proximal Self-Distillation for Continual Learning in LLMs Paper • 2609.24646 • Published Sep 21 • 9
Beam Search as Test-Time Self-Distillation via Counterfactual Contexts Paper • 2609.37041 • Published Sep 29 • 8
The Weakest Link: Distilling LLM Reasoning with Worst-Case Constrained Reinforcement Learning Paper • 2610.00332 • Published Sep 29 • 10
Does This Action Still Explain the Task? Reverse Scoring for Diffusion Language Model Agents Paper • 2609.38536 • Published Sep 29 • 11
Composable Decoding on the Probability Simplex: Theory and Implementation Paper • 2609.34992 • Published Sep 28 • 11
The Y-Combinator for LLMs: Solving Long-Context Rot with λ-Calculus Paper • 2603.20105 • Published Mar 20 • 36
Scalable Power Sampling: Unlocking Efficient, Training-Free Reasoning for LLMs via Distribution Sharpening Paper • 2601.21590 • Published Jan 29 • 14
Model-Based and Sample-Efficient AI-Assisted Math Discovery in Sphere Packing Paper • 2512.04829 • Published Dec 4, 2025 • 12
Rethinking Large Language Model Distillation: A Constrained Markov Decision Process Perspective Paper • 2509.22921 • Published Sep 26, 2025 • 12
Bourbaki: Self-Generated and Goal-Conditioned MDPs for Theorem Proving Paper • 2507.02726 • Published Jul 3, 2025 • 14
Almost Surely Safe Alignment of Large Language Models at Inference-Time Paper • 2502.01208 • Published Feb 3, 2025 • 11
view article Article Accelerating Language Model Inference with Mixture of Attentions hba123 • Jan 7, 2025 • 24
Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level Paper • 2411.03562 • Published Nov 5, 2024 • 70
HumanRankEval: Automatic Evaluation of LMs as Conversational Assistants Paper • 2405.09186 • Published May 15, 2024 • 23
Human-like Episodic Memory for Infinite Context LLMs Paper • 2407.09450 • Published Jul 12, 2024 • 63
ROS-LLM: A ROS framework for embodied AI with task feedback and structured reasoning Paper • 2406.19741 • Published Jun 28, 2024 • 59