LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification Paper • 2502.17421 • Published Feb 24
AutoMAT: A Hierarchical Framework for Autonomous Alloy Discovery Paper • 2507.16005 • Published Jul 21
EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine Paper • 2206.10558 • Published Jun 21, 2022 • 2
Efficient Process Reward Model Training via Active Learning Paper • 2504.10559 • Published Apr 14 • 13
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Paper • 2506.02096 • Published Jun 2 • 52
Language Models Can Learn from Verbal Feedback Without Scalar Rewards Paper • 2509.22638 • Published Sep 26 • 70
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2 • 83
SWE-Perf: Can Language Models Optimize Code Performance on Real-World Repositories? Paper • 2507.12415 • Published Jul 16 • 42
ZeCO: Zero Communication Overhead Sequence Parallelism for Linear Attention Paper • 2507.01004 • Published Jul 1 • 10
SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning Paper • 2506.24119 • Published Jun 30 • 50
OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling Paper • 2506.20512 • Published Jun 25 • 48
Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective Paper • 2506.14965 • Published Jun 17 • 49