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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.
LGBind is introduced, a structure-guided deep learning framework for generalized, ligand-conditioned binding site identification and demonstrates profound robustness and generalization in predicting novel ligand-target interactions, and demonstrates remarkable versatility.
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...
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