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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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SPACE: 无源代理锚点概念擦除用于多模态大语言模型

arXiv cs.LG · 2026-06-10 缓存

本文介绍了SPACE,这是首个面向多模态大语言模型(MLLMs)的无源遗忘框架,它利用文本引导的代理锚点选择和双约束语义隔离来擦除目标概念,无需访问原始训练数据,实现了与依赖数据的方法相当的性能。

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