SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Xia, Peng, Chen, Jianwen, Wang, Hanyang, Liu, Jiaqi, Zeng, Kaide, Wang, Yu, Han, Siwei, Zhou, Yiyang, Zhao, Xujiang, Chen, Haifeng, Zheng, Zeyu, Xie, Cihang, Yao, Huaxiu |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning
by: Xia, Peng, et al.
Published: (2025)
by: Xia, Peng, et al.
Published: (2025)
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents
by: Liu, Jiaqi, et al.
Published: (2026)
by: Liu, Jiaqi, et al.
Published: (2026)
MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild
by: Xia, Peng, et al.
Published: (2026)
by: Xia, Peng, et al.
Published: (2026)
ClawArena: Benchmarking AI Agents in Evolving Information Environments
by: Ji, Haonian, et al.
Published: (2026)
by: Ji, Haonian, et al.
Published: (2026)
ClawForge: Generating Executable Interactive Benchmarks for Command-Line Agents
by: Lai, Yuxiang, et al.
Published: (2026)
by: Lai, Yuxiang, et al.
Published: (2026)
SimpleMem: Efficient Lifelong Memory for LLM Agents
by: Liu, Jiaqi, et al.
Published: (2026)
by: Liu, Jiaqi, et al.
Published: (2026)
SimpleOCR: Rendering Visualized Questions to Teach MLLMs to Read
by: Peng, Yibo, et al.
Published: (2026)
by: Peng, Yibo, et al.
Published: (2026)
SkillGraph: Skill-Augmented Reinforcement Learning for Agents via Evolving Skill Graphs
by: Li, Xiaoyuan, et al.
Published: (2026)
by: Li, Xiaoyuan, et al.
Published: (2026)
Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language Reasoning
by: Liu, Jiaqi, et al.
Published: (2025)
by: Liu, Jiaqi, et al.
Published: (2025)
MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning
by: Xia, Peng, et al.
Published: (2025)
by: Xia, Peng, et al.
Published: (2025)
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning
by: Shi, Yaorui, et al.
Published: (2026)
by: Shi, Yaorui, et al.
Published: (2026)
Omni-SimpleMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory
by: Liu, Jiaqi, et al.
Published: (2026)
by: Liu, Jiaqi, et al.
Published: (2026)
MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
by: Zhang, Haozhen, et al.
Published: (2026)
by: Zhang, Haozhen, et al.
Published: (2026)
Uni-Skill: Building Self-Evolving Skill Repository for Generalizable Robotic Manipulation
by: Xie, Senwei, et al.
Published: (2026)
by: Xie, Senwei, et al.
Published: (2026)
SkillOS: Learning Skill Curation for Self-Evolving Agents
by: Ouyang, Siru, et al.
Published: (2026)
by: Ouyang, Siru, et al.
Published: (2026)
CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification
by: Zhang, Hanrong, et al.
Published: (2026)
by: Zhang, Hanrong, et al.
Published: (2026)
EmbodiSkill: Skill-Aware Reflection for Self-Evolving Embodied Agents
by: Ju, Ruofei, et al.
Published: (2026)
by: Ju, Ruofei, et al.
Published: (2026)
SkillOpt: Executive Strategy for Self-Evolving Agent Skills
by: Yang, Yifan, et al.
Published: (2026)
by: Yang, Yifan, et al.
Published: (2026)
Where on Earth? A Vision-Language Benchmark for Probing Model Geolocation Skills Across Scales
by: Qian, Zhaofang, et al.
Published: (2025)
by: Qian, Zhaofang, et al.
Published: (2025)
Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
by: Wang, Zhaoyang, et al.
Published: (2026)
by: Wang, Zhaoyang, et al.
Published: (2026)
SAUP: Situation Awareness Uncertainty Propagation on LLM Agent
by: Zhao, Qiwei, et al.
Published: (2024)
by: Zhao, Qiwei, et al.
Published: (2024)
MARLIN: Multi-Agent Reinforcement Learning for Incremental DAG Discovery
by: Li, Dong, et al.
Published: (2026)
by: Li, Dong, et al.
Published: (2026)
SAGER: Self-Evolving User Policy Skills for Recommendation Agent
by: Tao, Zhen, et al.
Published: (2026)
by: Tao, Zhen, et al.
Published: (2026)
SkillRAE: Agent Skill-Based Context Compilation for Retrieval-Augmented Execution
by: Meng, Xiangcheng, et al.
Published: (2026)
by: Meng, Xiangcheng, et al.
Published: (2026)
SkillClaw: Let Skills Evolve Collectively with Agentic Evolver
by: Ma, Ziyu, et al.
Published: (2026)
by: Ma, Ziyu, et al.
Published: (2026)
SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories
by: Yu, Zhuoyun, et al.
Published: (2026)
by: Yu, Zhuoyun, et al.
Published: (2026)
Skills-Coach: A Self-Evolving Skill Optimizer via Training-Free GRPO
by: Tian, Yu, et al.
Published: (2026)
by: Tian, Yu, et al.
Published: (2026)
MedSkillAudit: A Domain-Specific Audit Framework for Medical Research Agent Skills
by: Hou, Yingyong, et al.
Published: (2026)
by: Hou, Yingyong, et al.
Published: (2026)
Alignment Tipping Process: How Self-Evolution Pushes LLM Agents Off the Rails
by: Han, Siwei, et al.
Published: (2025)
by: Han, Siwei, et al.
Published: (2025)
GUI-Libra: Training Native GUI Agents to Reason and Act with Action-aware Supervision and Partially Verifiable RL
by: Yang, Rui, et al.
Published: (2026)
by: Yang, Rui, et al.
Published: (2026)
Skill-Pro: Learning Reusable Skills from Experience via Non-Parametric PPO for LLM Agents
by: Mi, Qirui, et al.
Published: (2026)
by: Mi, Qirui, et al.
Published: (2026)
SkillSafetyBench: Evaluating Agent Safety under Skill-Facing Attack Surfaces
by: Jin, Chang, et al.
Published: (2026)
by: Jin, Chang, et al.
Published: (2026)
WebXSkill: Skill Learning for Autonomous Web Agents
by: Wang, Zhaoyang, et al.
Published: (2026)
by: Wang, Zhaoyang, et al.
Published: (2026)
SearchSkill: Teaching LLMs to Use Search Tools with Evolving Skill Banks
by: Hu, Jinchao, et al.
Published: (2026)
by: Hu, Jinchao, et al.
Published: (2026)
SkillMaster: Toward Autonomous Skill Mastery in LLM Agents
by: Yang, Min, et al.
Published: (2026)
by: Yang, Min, et al.
Published: (2026)
SkillX: Automatically Constructing Skill Knowledge Bases for Agents
by: Wang, Chenxi, et al.
Published: (2026)
by: Wang, Chenxi, et al.
Published: (2026)
ReAgent-V: A Reward-Driven Multi-Agent Framework for Video Understanding
by: Zhou, Yiyang, et al.
Published: (2025)
by: Zhou, Yiyang, et al.
Published: (2025)
MMG2Skill: Can Agents Distill In-the-Wild Guides into Self-Evolving Skills?
by: Che, Xinyu, et al.
Published: (2026)
by: Che, Xinyu, et al.
Published: (2026)
ESC-Skills: Discovering and Self-Evolving Skills for Emotional Support Conversations
by: Zhu, Jie, et al.
Published: (2026)
by: Zhu, Jie, et al.
Published: (2026)
Kestrel: Grounding Self-Refinement for LVLM Hallucination Mitigation
by: Mao, Jiawei, et al.
Published: (2026)
by: Mao, Jiawei, et al.
Published: (2026)
Similar Items
-
Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning
by: Xia, Peng, et al.
Published: (2025) -
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents
by: Liu, Jiaqi, et al.
Published: (2026) -
MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild
by: Xia, Peng, et al.
Published: (2026) -
ClawArena: Benchmarking AI Agents in Evolving Information Environments
by: Ji, Haonian, et al.
Published: (2026) -
ClawForge: Generating Executable Interactive Benchmarks for Command-Line Agents
by: Lai, Yuxiang, et al.
Published: (2026)