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…