When Search Agents Should Ask: DiscoBench for Clarification-Aware Deep Search Paper • 2606.27669 • Published 8 days ago • 7
SkillCoach: Self-Evolving Rubrics for Evaluating and Enhancing Agentic Skill-Use Paper • 2607.01874 • Published 2 days ago • 12
How Good Can Linear Models Be for Time-Series Forecasting? Paper • 2606.27282 • Published 9 days ago • 11
Formalizing Latent Thoughts: Four Axioms of Thought Representation in LLMs Paper • 2606.27378 • Published May 7 • 57
Beyond Reward Engineering: A Data Recipe for Long-Context Reinforcement Learning Paper • 2606.18831 • Published 17 days ago • 7
SkillHarness: Harnessing Safe Skills for Computer-Use Agents Paper • 2606.20636 • Published Jun 2 • 20
CLI-Universe: Towards Verifiable Task Synthesis Engine for Terminal Agents Paper • 2606.22883 • Published 12 days ago • 37
Learning from Your Own Mistakes: Constructing Learnable Micro-Reflective Trajectories for Self-Distillation Paper • 2606.18844 • Published 17 days ago • 18
From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning Paper • 2606.17682 • Published 18 days ago • 26
EfficientRollout: System-Aware Self-Speculative Decoding for RL Rollouts Paper • 2606.18967 • Published 17 days ago • 24
Understanding the Behaviors of Environment-aware Information Retrieval Paper • 2606.16817 • Published 19 days ago • 9
FAPO: Fully Autonomous Prompt Optimization of Multi-Step LLM Pipelines Paper • 2606.19605 • Published 17 days ago • 10
A Gradient Perspective on RLVR Stability and Winner Advantage Policy Optimization Paper • 2606.16154 • Published 19 days ago • 8
LoopCoder-v2: Only Loop Once for Efficient Test-Time Computation Scaling Paper • 2606.18023 • Published 18 days ago • 209
FastContext: Training Efficient Repository Explorer for Coding Agents Paper • 2606.14066 • Published 22 days ago • 93