Author

Pengwei Sui

Harvard UniversityORCID 0009-0001-0891-0477Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Approach:machine learning (classical)· 1 Approach:statistical model· 1 Organism:yeast· 1

Frequent Co-Authors

Andrew Nathanael SheniD· 1 shared Brenton P. Munson· 1 shared Katherine Licon· 1 shared Marinka ŽitnikiD· 1 shared Michelle M. LiiD· 1 shared Shanghua GaoiD· 1 shared Trey E. IdekeriD· 1 shared Valentina GiunchigliaiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

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1 shared paperBioinformatics

Andrew Nathanael ShenORCID

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1 paper

Recent·Most cited

Medea: An AI agent for therapeutic reasoning across biological contexts

Pengwei Sui, Michelle M. Li, Brenton P. Munson, Shanghua Gao, Wanxiang Shen, Valentina Giunchiglia, Andrew Nathanael Shen, Yepeng Huang, Zhenglun Kong, Katherine Licon, Trey E. Ideker, Marinka Žitnik

Medea, an AI agent, performs therapeutic reasoning across biological contexts by preserving context, verifying steps, and reconciling evidence, outperforming existing models in multiple domains.

bioRxiv · Jul 17, 2026 · PreprintBioinformatics