AIBullisharXiv – CS AI · 10h ago6/10
🧠
Evolving-RL: End-to-End Optimization of Experience-Driven Self-Evolving Capability within Agents
Researchers introduce Evolving-RL, a framework that optimizes how AI agents learn from past experiences to adapt to new tasks. The method jointly improves both experience extraction and utilization through reinforcement learning, achieving significant performance gains on out-of-distribution tasks without requiring test-time experience accumulation.