out-of-distribution-generalization

Skill0.5 is a novel agentic reinforcement learning framework that combines general skill internalization with task-specific skill utilization via a dynamic difficulty-aware router, improving out-of-distribution generalization in complex task environments as demonstrated on ALFWorld and WebShop.