SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning Paper • 2509.09674 • Published Sep 11 • 80
A Survey of Reinforcement Learning for Large Reasoning Models Paper • 2509.08827 • Published Sep 10 • 190
HiPhO: How Far Are (M)LLMs from Humans in the Latest High School Physics Olympiad Benchmark? Paper • 2509.07894 • Published Sep 9 • 31
RLPR: Extrapolating RLVR to General Domains without Verifiers Paper • 2506.18254 • Published Jun 23 • 31
Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning Paper • 2506.04207 • Published Jun 4 • 48
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28 • 131
Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models Paper • 2505.14810 • Published May 20 • 62
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Paper • 2503.21614 • Published Mar 27 • 42
Technologies on Effectiveness and Efficiency: A Survey of State Spaces Models Paper • 2503.11224 • Published Mar 14 • 28
Liger: Linearizing Large Language Models to Gated Recurrent Structures Paper • 2503.01496 • Published Mar 3 • 18
LASP-2: Rethinking Sequence Parallelism for Linear Attention and Its Hybrid Paper • 2502.07563 • Published Feb 11 • 23
Advancing LLM Reasoning Generalists with Preference Trees Paper • 2404.02078 • Published Apr 2, 2024 • 46