Author

Yu-Wan Liu

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#artificial intelligence Preprint Sep 2026

MiniRep: Robust Reputation-Based Aggregation for Multi-Agent Debate

Autonomous agents powered by large language models (LLMs) are rapidly evolving into an open agentic ecosystem. To support trustworthy collaboration, industry initiatives increasingly assess agent reputation from past behavior and provide performance leaderboards. However, reputation derived from past performance may no...

Jia-Ming Zhang, Yu-Wan Liu, Yue Huang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

MADBench: Benchmarking the Security of Multi-Agent Debate

Multi-agent debate (MAD) can improve large language model (LLM) reasoning by allowing multiple agents to exchange and critique their answers to the same task. However, the interactions that enable agents to correct mistakes can also spread adversarial errors and steer the agents toward an incorrect answer. Although som...

Yu-Wan Liu, Jia-Ming Zhang, Yue Huang et al. · 0 citations