The Trace Is the State: Exact Credit Assignment for LLM Agent Teams
C3, credit assignment by counterfactual continuation, substitutes one message at a decision point and continues the run to the terminal reward, so its credit is unbiased, exact up to Monte Carlo error.
Yan-Jun Chen, Yi-Rong Sun, Han-Lin Wang et al.
· 8 citations
· ⚡1