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Rectifying Geometric Misalignment: Online Source-Free Adaptation for Class-Imbalanced EEG

arXiv cs.LG · 5天前 缓存

This paper proposes OSPDIM, a source-free online unsupervised domain adaptation framework for EEG-based BCIs that corrects geometric misalignment caused by class-imbalanced label shifts on the Riemannian manifold, outperforming standard alignment methods in online scenarios.

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#label-shift

面向极端标签偏移域适应的局部感知私有类识别

arXiv cs.AI · 2026-05-08 缓存

本文提出了一种局部感知的私有类识别方法,以及一种基于可靠最优传输的方法(ReOT),以解决极端标签偏移下的域适应挑战,特别是区分共享类与私有类。

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