Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Paper • 2605.14892 • Published 10 days ago • 47
Multi-Objective and Mixed-Reward Reinforcement Learning via Reward-Decorrelated Policy Optimization Paper • 2605.13641 • Published 11 days ago • 48
Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information Paper • 2605.11609 • Published 12 days ago • 189
AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents Paper • 2605.06607 • Published 12 days ago • 2
TextLDM: Language Modeling with Continuous Latent Diffusion Paper • 2605.07748 • Published 16 days ago • 26
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning Paper • 2605.06130 • Published 17 days ago • 110
SEIF: Self-Evolving Reinforcement Learning for Instruction Following Paper • 2605.07465 • Published 16 days ago • 29
Mean Mode Screaming: Mean--Variance Split Residuals for 1000-Layer Diffusion Transformers Paper • 2605.06169 • Published 17 days ago • 215
SkillOS: Learning Skill Curation for Self-Evolving Agents Paper • 2605.06614 • Published 17 days ago • 45
Step-level Optimization for Efficient Computer-use Agents Paper • 2604.27151 • Published 25 days ago • 18
From Context to Skills: Can Language Models Learn from Context Skillfully? Paper • 2604.27660 • Published 21 days ago • 162
Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability Paper • 2604.06628 • Published Apr 8 • 325
SkillClaw: Let Skills Evolve Collectively with Agentic Evolver Paper • 2604.08377 • Published Apr 9 • 291
Adam's Law: Textual Frequency Law on Large Language Models Paper • 2604.02176 • Published Apr 2 • 503
GrandCode: Achieving Grandmaster Level in Competitive Programming via Agentic Reinforcement Learning Paper • 2604.02721 • Published Apr 3 • 629
Forecasting Supply Chain Disruptions with Foresight Learning Paper • 2604.01298 • Published Apr 1 • 10
FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization Paper • 2603.19835 • Published Mar 20 • 351
Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models Paper • 2603.25716 • Published Mar 26 • 156