TopoAdapter is introduced, a plug-and-play input module that injects a fixed electrode-layout prior into existing EEG backbones that provides an explicit, ultra-lightweight spatial prior for motor EEG decoding.
Unraveling the precise mechanisms of protein-ligand recognition remains a cornerstone of structure-based drug discovery. While recent deep learning advances have accelerated computational screening, a critical bottleneck persists: binding pocket characterization is often rigidly disconnected from the querying molecule'...
Yun-Feng Li, Xing-Yu Liu, Yi-Jia Liu et al.· European journal of medicina...· 0 citations
E evaluation across diverse biological systems shows that SGFN achieves improved or competitive performance relative to representative baseline methods in reference-based benchmarks, and identifies biologically coherent spatial or functional regions in unlabeled datasets supported by marker-gene, spatial-autocorrelatio...