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Hong-Yi Huang

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Open access Aug 2026

Structure-agnostic protein–ligand binding affinity prediction via hierarchical representation alignment

Abstract Motivation To enable real-world protein-ligand affinity prediction, not only out-of-distribution generalization but also robustness to variable structural availability and quality should be considered in model design. Results We present AlignNet, a hierarchical representation alignment framework that mitigates...

Xiaowen Hu, Hong-Yi Huang, Hao Sun et al. · 0 citations

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