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Chin-Teng Lin

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Aug 2026

Adaptive Class-wise Multicentric Prototype Source-Free Domain Adaptation for Privacy-Preserving BCIs.

Recently, conventional domain adaptation (DA) methods have demonstrated promising performance in cross-subject classification in electroencephalogram (EEG)-based brain-computer interfaces (BCIs). However, these methods require direct access to labeled source subject data, potentially compromising biometric privacy. Sou...

Yi Yang, Chen-Xi Sun, Ruoning Lyu et al. · 0 citations
Book Open access Jul 2026

When Context Bites: Detecting RAG Poisoning via Document-Level Attention Collapse

D-SCAN (Document-level Signal Collapse Analysis), a lightweight detection framework that monitors attention dynamics to identify attacked generations and proposes D-SCAN, a lightweight detection framework that can detect attacks even when they fail to alter the final answer.

Yingtao Ren, Ziyi Zhao, Yiwei Fu et al. · 0 citations

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