When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning? Paper • 2606.18531 • Published 25 days ago • 4
The Illusion of Reasoning: Exposing Evasive Data Contamination in LLMs via Zero-CoT Truncation Paper • 2605.21856 • Published May 21 • 8
Breaking the Capability Ceiling of LLM Post-Training by Reintroducing Markov States Paper • 2603.19987 • Published Mar 20 • 9
MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning Paper • 2505.10557 • Published May 15, 2025 • 51
Absolute Zero: Reinforced Self-play Reasoning with Zero Data Paper • 2505.03335 • Published May 6, 2025 • 191