EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents Paper • 2605.13941 • Published 6 days ago • 23
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid? Paper • 2605.06527 • Published 12 days ago • 42
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Paper • 2605.14892 • Published 5 days ago • 46
Darwin Family: MRI-Trust-Weighted Evolutionary Merging for Training-Free Scaling of Language-Model Reasoning Paper • 2605.14386 • Published 5 days ago • 54
Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling Paper • 2605.13301 • Published 6 days ago • 149
Agentic Discovery of Neural Architectures: AIRA-Compose and AIRA-Design Paper • 2605.15871 • Published 4 days ago • 4
Solvita: Enhancing Large Language Models for Competitive Programming via Agentic Evolution Paper • 2605.15301 • Published 5 days ago • 14
Distilling Long-CoT Reasoning through Collaborative Step-wise Multi-Teacher Decoding Paper • 2605.02290 • Published 15 days ago • 29
Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR Paper • 2605.15726 • Published 4 days ago • 25
Do not copy and paste! Rewriting strategies for code retrieval Paper • 2605.08299 • Published 11 days ago • 10
Continual Harness: Online Adaptation for Self-Improving Foundation Agents Paper • 2605.09998 • Published 8 days ago • 16
Beyond GRPO and On-Policy Distillation: An Empirical Sparse-to-Dense Reward Principle for Language-Model Post-Training Paper • 2605.12483 • Published 7 days ago • 9
LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling Paper • 2605.08083 • Published 11 days ago • 64
AI Co-Mathematician: Accelerating Mathematicians with Agentic AI Paper • 2605.06651 • Published 12 days ago • 15
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning Paper • 2605.06130 • Published 12 days ago • 108
SkillOS: Learning Skill Curation for Self-Evolving Agents Paper • 2605.06614 • Published 12 days ago • 44
Auto Research with Specialist Agents Develops Effective and Non-Trivial Training Recipes Paper • 2605.05724 • Published 12 days ago • 15