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Yukio Ohsawa

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Open access Jul 2026

Density-driven support fields for topological stability in protein structures

Support Field Neural Representation Learning (SF-NRL), a topology-guided approach that integrates persistent homology(PH), spatial density estimation, and geometric deep learning to infer residue-wise support directly from protein structures, is introduced.

Jianshi Wang, Yukio Ohsawa · 0 citations