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Author

Dawei Huang

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Preprint Aug 2026

ProME: Prototype-Margin Environments with Repair-Aware Selection for Group-Robust Learning

Group-robust learning is crucial for maintaining accuracy on rare subpopulations when training-group labels are unavailable. However, existing methods often infer environments from a separate reference model and select representations before fitting the classifier used at deployment, leaving both decisions misaligned w...

Qianqian Wang, Yun-Shan Li, Dawei Huang et al. · 0 citations
Open access Aug 2026

A multimodal representation learning platform for accurate molecular ADMET prediction

Trimole-Hybrid is presented, a task-wise multimodal framework that addresses ADMET heterogeneity by selecting or combining predictors built from complementary molecular representations, and shows sensitivity to changes in essential functional motifs, suggesting its ability to capture ADMET-relevant molecular substructu...

Zhen-Sheng Luo, Dawei Huang, Yanruisheng Shao et al. · 1 citation

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