XSkill: Continual Learning from Experience and Skills in Multimodal Agents Paper • 2603.12056 • Published Mar 12 • 34
SWE-Skills-Bench: Do Agent Skills Actually Help in Real-World Software Engineering? Paper • 2603.15401 • Published Mar 16 • 20
Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills Paper • 2603.25158 • Published Mar 26 • 54
SKILL0: In-Context Agentic Reinforcement Learning for Skill Internalization Paper • 2604.02268 • Published Apr 2 • 101
SkillX: Automatically Constructing Skill Knowledge Bases for Agents Paper • 2604.04804 • Published Apr 6 • 35
SkillFlow:Benchmarking Lifelong Skill Discovery and Evolution for Autonomous Agents Paper • 2604.17308 • Published Apr 19 • 22
From Context to Skills: Can Language Models Learn from Context Skillfully? Paper • 2604.27660 • Published May 3 • 166
SkillGrad: Optimizing Agent Skills Like Gradient Descent Paper • 2605.27760 • Published 9 days ago • 27
MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation Paper • 2605.27366 • Published 9 days ago • 25
COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation Paper • 2605.31264 • Published 6 days ago • 102
SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories Paper • 2606.01311 • Published 4 days ago • 26