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Wei-Di Pan

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Open access Sep 2026

MES: A Multi-Agent Evidence Synthesis System for Medical Decision-Making

Medical evidence synthesis increasingly requires published studies, real-world clinical data and structured biomedical knowledge, yet most automated systems remain centered on literature retrieval and summarization. Here we present MES, a multi-agent framework for source-grounded medical evidence synthesis. MES coordin...

Hao-Yang Li, Wei-Di Pan, Suraj Rajendran et al. · 0 citations
#artificial intelligence Book Open access Jul 2026

RecEvolve: A Knowledge-Driven Autonomous Agent System for Recommender Systems

These findings prove that an autonomous pipeline can dramatically accelerate the pace of machine learning research and stress-test the rigorousness of underlying experimental infrastructure, while also exposing novel challenges such as reward hacking and redundant exploration of failed hypotheses.

W. Pan, He Ma, Shu-Hao Ye et al. · 1 citation

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