Xiaojing Chen
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126
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ML×1AI×1
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2026
Beyond Augmentation: Score-Guided Pathological Prior for EEG-based Depression Detection
The paper introduces Score-Guided Classification (SGC), a novel framework that uses an unsupervised anomaly score as a 'Pathological Prior' to guide EEG-based depression detection, overcoming the limitations of data augmentation in small-sample settings.
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Papers
cs.LGcs.AIRecentMay 29, 2026
Beyond Augmentation: Score-Guided Pathological Prior for EEG-based Depression Detection
Xiaojing Chen, Jingqi Cheng, Xu Zhao, Wan Jiang +1 more
The paper introduces Score-Guided Classification (SGC), a novel framework that uses an unsupervised anomaly score as a 'Pathological Prior' to guide EEG-based depression detection, overcoming the limi…
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