FastContext: Training Efficient Repository Explorer for Coding Agents Paper • 2606.14066 • Published 5 days ago • 79
Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling Paper • 2606.12370 • Published 7 days ago • 21
Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions Paper • 2606.09076 • Published 9 days ago • 59
MaxProof: Scaling Mathematical Proof with Generative-Verifier RL and Population-Level Test-Time Scaling Paper • 2606.13473 • Published 6 days ago • 88
Skip a Layer or Loop It? Learning Program-of-Layers in LLMs Paper • 2606.06574 • Published 13 days ago • 18
Do Coding Agents Deceive Us? Detecting and Preventing Cheating via Capped Evaluation with Randomized Tests Paper • 2606.07379 • Published 12 days ago • 5
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published 7 days ago • 63
LatentSkill: From In-Context Textual Skills to In-Weight Latent Skills for LLM Agents Paper • 2606.06087 • Published 13 days ago • 63
Online Skill Learning for Web Agents via State-Grounded Dynamic Retrieval Paper • 2606.04391 • Published 14 days ago • 10
SearchSwarm: Towards Delegation Intelligence in Agentic LLMs for Long-Horizon Deep Research Paper • 2606.09730 • Published 9 days ago • 50
EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management Paper • 2606.03841 • Published 15 days ago • 3
SePO: Self-Evolving Prompt Agent for System Prompt Optimization Paper • 2606.04465 • Published 14 days ago • 5
MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery Paper • 2606.06473 • Published 13 days ago • 19
Rethinking Continual Experience Internalization for Self-Evolving LLM Agents Paper • 2606.04703 • Published 14 days ago • 24
Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution Paper • 2606.06492 • Published 13 days ago • 86