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Peer-Reviewed Publication
MedScience2026July 24, 2026Journal Article

From physics-based intelligence to molecular design: linking mechanistic learning across scales.

Jian Zhang1,2, Paolo Alberto Lorenzini3, Feng Ren4, Xavier Daura5
1Department of Pharmaceutical and Artificial-Intelligence Sciences, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China. jian.zhang@sjtu.edu.cn.
2Artificial Intelligence Clinical Research Center for drug discovery, Shanghai Key Laboratory of Flexible Medical Robotics, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200336, China. jian.zhang@sjtu.edu.cn.
3Infectious Disease Labs (IDLabs), Agency for Science, Technology and Research (A*STAR), Singapore, 138648, Singapore.
4Insilico Medicine Shanghai Ltd, Shanghai, 201203, China.
5Institute of Biotechnology and Biomedicine, Universitat Autònoma de Barcelona, Barcelona, 08193, Spain.

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