Author name: Jingying Ma, Feng Wu, Yucheng Xing, Qika Lin, Tianyu Liu, Chenyu Liu, Ziyu Jia, Mengling Feng

SCOPE: Structured Prototype-Guided Adaptation for EEG Foundation Models with Limited Labels

Jingying Ma, Feng Wu, Yucheng Xing, Qika Lin, Tianyu Liu, Chenyu Liu, Ziyu Jia, Mengling Feng / May 12, 2026

arXiv:2602.17251v3 Announce Type: replace
Abstract: Electroencephalography (EEG) foundation models (EFMs) have shown strong potential for transferable representation learning, yet their adaptation in realistic settings remains challenging when only a …

cs.LG

Structured Prototype-Guided Adaptation for EEG Foundation Models

Jingying Ma, Feng Wu, Yucheng Xing, Qika Lin, Tianyu Liu, Chenyu Liu, Ziyu Jia, Mengling Feng / May 11, 2026

arXiv:2602.17251v2 Announce Type: replace
Abstract: Electroencephalography (EEG) foundation models (EFMs) have shown strong potential for transferable representation learning, yet their adaptation in realistic settings remains challenging when only a …