Beyond Augmentation: Score-Guided Pathological Prior for EEG-based Depression Detection 事件

Beyond Augmentation: Score-Guided Pathological Prior for EEG-based Depression Detection arXiv:2606.00180v1 Announce Type: cross Abstract: Deep learning-based Major Depressive Disorder (MDD) detection using Electroencephalography (EEG) is fundamentally constrained by the "small-sample dilemma." Prevailing generative data augmentation methods not only incur heavy computational overhead but also risk introducing synthetic noise, thereby blurring classification boundaries. To challenge the traditio