arxivcs.LG2026-07-05
Masked Generative-Contrastive Representation Learning for Cross-Dataset EEG-Based Emotion Recognition
Huqin Weng, Jiayang Huang, Yimin Wen, Jie Du, Chi-Man Vong, Chuangquan Chen
Self-supervised learning (SSL) shows strong potential for cross-dataset transfer by improving feature representation and generalization. However, its application to EEG-based emotion recognition remains largely unexplored. Existing SSL methods struggle to capture the intricate sp…