CIPO: Counterfactual Imagination Policy Optimization for Adaptive Tool Granularity Selection

Yu Li, Yunlu Wan, Zijian Zhu +4

Large language model (LLM) agents solve complex tasks through multi-step interactions with external tools. These interactions often contain recurring local tool sequences. Treating…