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Yi-Sheng Fan

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#machine learning Preprint Sep 2026

Bayes-Sufficient Compression Is Not Enough: How Does Communication Help Multi-Agent Systems?

Multi-agent LLM systems pair a sender with broad context and an executor with a limited local view. We study when a short message improves the executor's next decision, when raw context is preferable, and when a stronger sender helps. Our framework, \emph{receiver-relative bounded coordination}, expresses message utili...

Yi Xie, Zhan-Ke Zhou, Yi-Sheng Fan et al. · 0 citations

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