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Qian-Jin Guo

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Sep 2026

TopoAdapter: a plug-and-play multi-hop topology adapter for MI-EEG decoding.

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.

Yu Cai, Qian-Jin Guo, Xiao-Zhu Lin · 0 citations
Sep 2026

LGBind: A structure-guided deep learning framework for accurate prediction of protein-ligand binding sites.

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. · 0 citations
Jul 2026

A multi-scale graph frequency network for structural and functional region analysis in spatial transcriptomics

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...

Ruoyan Dai, Zhenghui Wang, Zhiwei Zhang et al. · 0 citations

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