Semantic Cooperative Games for Contribution Attribution in LLM-Based Multi-Agent Systems

Pengyi Jiang, Xiaoguang Zhu, Quanyan Zhu

Contribution attribution has become a central problem in LLM-based multi-agent systems, where final outputs are produced through multiple agents, message exchanges, and ordered wor…