arxivcs.CVcs.HCcs.MM2026-07-03
See the Emotion: A Facial Emoji Proxy Modeling for EEG Emotion Recognition
Jingjing Hu, Guo Dan, Haofan Cheng, Ying Zeng, Zhan Si, Jinxing Zhou, et al.
Despite the high accuracy of EEG-based emotion recognition, existing models remain opaque "black boxes", lacking semantic grounding between abstract neural features and human-interpretable states. In this paper, we reframe EEG explainability as a cross-modal generation task, shif…