Hyperbolic Wavelet Interaction Network (HyWinNet): Multi-Scale Geometric Learning for Interpretable Protein-Protein Interaction Prediction
Qifeng Yu, Shuai Yan, Wenfeng Dai, Zhengrong Xi, Yuxin Cheng, Xiang Cheng
HyWinNet predicts protein-protein interactions by integrating hyperbolic geometry and wavelet transforms to model multi-scale biological networks, outperforming existing methods in recovering known interactions and predicting functional sites.
bioRxiv · Sep 1, 2025 · PreprintBioinformatics