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Xiao-Kai Yan

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Open access Sep 2026

PADA: perturbation-aware differential Riemannian attention for robust motor imagery decoding

Introduction Riemannian geometry models have significantly improved the robustness and performance of EEG-based motor imagery decoding and are better suited to small sample sizes; however, their ability to extract nonlinear and spatiotemporal variability features often falls short of Euclidean-based deep learning metho...

Jian-Xiu Li, Lu-Ao Sha, Xiao-Kai Yan et al. · 0 citations

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