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Hongyi Liu

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Open access Jul 2026

SM-GAT: a safety-aware multi-task graph attention network for multi-target anti-diabetic lead discovery from natural products

This study establishes an interpretable multi-objective framework for safety-aware lead discovery, providing a computational framework for integrating traditional botanical resources into anti-diabetic lead discovery.

Jianxin Zhang, Hongyi Liu, Shengnan Guo · 0 citations

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