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Hyoseong Park

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#graph neural networks Open access Oct 2026

Leakage-Controlled Subject-Aware Graph-Temporal Attention Network (SGTA-Net) for EEG-Based Emotion Recognition

EEG-based emotion recognition results may be artificially inflated due to data leakage from normalization, augmentation, or validation splits. This article introduces SGTA-Net, a Subject-Aware Graph-Temporal Attention Network, evaluated on the DEAP dataset using only EEG features. The approach incorporates feature-spac...

Hyoseong Park, Hyunju Lee, Dongil Shin · 0 citations

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