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Zhijian Ma

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#artificial intelligence Preprint Sep 2026

Remember and Reweight: Enhancing Multi-Agent Debate with Experience Memory and Confidence Estimation

This work proposes R$^2$-MAD (Remember and Reweight for Multi-Agent Debate), a framework that equips agents with an experience memory accumulated from past debates that achieves consistent improvements over existing single-agent and MAD baselines.

Xuan-Fa Jin, Zhijian Ma, Yong-Cheng Zeng et al. · 0 citations

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