AINeutralarXiv – CS AI · 9h ago6/10
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Exact Is Easier: Credit Assignment for Cooperative LLM Agents
Researchers present C3, a novel credit assignment method for cooperative multi-agent LLM systems that achieves exact causal measurement without approximation by exploiting deterministic interaction histories. The method outperforms existing baselines across six benchmarks while reducing training costs, and introduces the first method-agnostic auditing tools for evaluating multi-agent credit assignment quality.