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Jixian Zhang

2 accepted papers

2025

Accurately Predicting Protein Mutational Effects via a Hierarchical Many-Body Attention Network

NeurIPS 2025poster

Predicting changes in binding free energy ($\Delta\Delta G$) is essential for understanding protein-protein interactions, which are critical in drug design and protein engineering. However, existing methods often rely on pre-trained knowledge and heuristic features, limiting their ability to accurat…

Cited by 0SourceScholar
2022

TANKBind: Trigonometry-Aware Neural NetworKs for Drug-Protein Binding Structure Prediction

NeurIPS 2022accept

Illuminating interactions between proteins and small drug molecules is a long-standing challenge in the field of drug discovery. Despite the importance of understanding these interactions, most previous works are limited by hand-designed scoring functions and insufficient conformation sampling. The…

Cited by 197SourcePDFScholar