Harness Updating Is Not Harness Benefit: Disentangling Evolution Capabilities in Self-Evolving LLM Agents
Paper • 2605.30621 • Published • 16
JiaqiLiu
JiaaqiLiu
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upvoted a paper 1 day ago
authored 11
papers 16 days ago
MAPPO-PIS: A Multi-Agent Proximal Policy Optimization Method with Prior Intent Sharing for CAVs' Cooperative Decision-Making
Paper • 2408.06656 • Published
SciReasoner: Laying the Scientific Reasoning Ground Across Disciplines
Paper • 2509.21320 • Published • 101
Mixture of Horizons in Action Chunking
Paper • 2511.19433 • Published • 18
TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning
Paper • 2502.01387 • Published
SciEvalKit: An Open-source Evaluation Toolkit for Scientific General Intelligence
Paper • 2512.22334 • Published • 36
SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning
Paper • 2602.08234 • Published • 76
SimpleOCR: Rendering Visualized Questions to Teach MLLMs to Read
Paper • 2602.22426 • Published
MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild
Paper • 2603.17187 • Published • 140
Omni-SimpleMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory
Paper • 2604.01007 • Published • 31
ClawArena: Benchmarking AI Agents in Evolving Information Environments
Paper • 2604.04202 • Published • 37
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents
Paper • 2605.13941 • Published • 24
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