Learning What to Skip: Counterfactual Credit Assignment for Efficient Multi-Agent LLM Workflows

Jinfeng Xu, Zheyu Chen, Ziyue Peng +6

Multi-agent LLM workflows use planning, execution, verification, and summarization to improve task performance, yet the value of each component depends on the state already produce…