CIPO: Counterfactual Imagination Policy Optimization for Adaptive Tool Granularity Selection.

arXiv:2610.04991v1 Announce Type: new Abstract: Large language model (LLM) agents solve complex tasks through multi-step interactions with external tools. These interactions often contain recurring local tool sequences. Treating such sequences as composite "Sk