AIBullisharXiv – CS AI · 8h ago6/10
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Learning While Acting: A Skill-Enhanced Test-Time Co-Evolution Framework for Online Lifelong Learning Agents
Researchers propose LifeSkill, a reinforcement learning framework that enables LLM agents to continuously learn and adapt during test-time interactions rather than relying on static parameters. The system combines skill extraction with real-time parameter updates, achieving 7% performance improvement over existing lifelong learning baselines on benchmark tasks.