Beyond Reward Engineering: A Data Recipe for Long-Context Reinforcement Learning Paper • 2606.18831 • Published 10 days ago • 6
SkillHarness: Harnessing Safe Skills for Computer-Use Agents Paper • 2606.20636 • Published 25 days ago • 20
CLI-Universe: Towards Verifiable Task Synthesis Engine for Terminal Agents Paper • 2606.22883 • Published 5 days ago • 36
Learning from Your Own Mistakes: Constructing Learnable Micro-Reflective Trajectories for Self-Distillation Paper • 2606.18844 • Published 10 days ago • 18
From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning Paper • 2606.17682 • Published 11 days ago • 26
EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Paper • 2606.18967 • Published 10 days ago • 24
Understanding the Behaviors of Environment-aware Information Retrieval Paper • 2606.16817 • Published 12 days ago • 9
FAPO: Fully Autonomous Prompt Optimization of Multi-Step LLM Pipelines Paper • 2606.19605 • Published 10 days ago • 10
A Gradient Perspective on RLVR Stability and Winner Advantage Policy Optimization Paper • 2606.16154 • Published 12 days ago • 8
LoopCoder-v2: Only Loop Once for Efficient Test-Time Computation Scaling Paper • 2606.18023 • Published 11 days ago • 207
FastContext: Training Efficient Repository Explorer for Coding Agents Paper • 2606.14066 • Published 15 days ago • 93
Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling Paper • 2606.12370 • Published 17 days ago • 21
Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions Paper • 2606.09076 • Published 19 days ago • 63
MaxProof: Scaling Mathematical Proof with Generative-Verifier RL and Population-Level Test-Time Scaling Paper • 2606.13473 • Published 16 days ago • 92
Skip a Layer or Loop It? Learning Program-of-Layers in LLMs Paper • 2606.06574 • Published 23 days ago • 24