Enhancing Agentic RL with Progressive Reward Shaping and Value-based Sampling Policy Optimization

Jianghao Su, Xia Zeng, Luhui Liu +3

Large Language Models (LLMs) empowered with Tool-Integrated Reasoning (TIR) can iteratively plan, call external tools, and integrate returned information to solve complex, long-hor…