Author

Zhijian Ma

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#artificial intelligence Preprint Oct 2026

EpiAgent: Epistemic Self-Play for LLM Agents

The proposed EpiAgent is a framework that equips LLM-based agents with an explicit, learnable epistemic layer, which maintains beliefs over others' private information and combines these beliefs with the agent's available information into an epistemic state for action selection.

Xuan-Fa Jin, Xin-Yu Cui, Zhi-Jian Ma et al. · 0 citations

#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