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Yushan Zhang

1 paper indexed

arxivcs.LGcs.AI2026-07-08

Graph-Regularized Deep Learning for EEG-Based Emotion Recognition with Psychologically-Grounded Label Structure

Dongyang Kuang, Zizheng Ma, Yushan Zhang, Xiaocong Zeng

EEG-based emotion recognition is critical for mental health monitoring and affective brain-computer interfaces, yet existing deep learning approaches often treat emotion classes as isolated labels, ignoring their psychological interdependencies. We propose a graph-regularized lea…

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