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John H. L. Hansen

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#machine learning Preprint Sep 2026

Differential Attention Unlocks Complementary EEG and Speech Fusion for Emotion Recognition

Multimodal emotion recognition (MER) increasingly pairs EEG with speech, treating internal neural signals and external vocal expression as informative views of affect. In practice, naive fusion underperforms the stronger single modality, because EEG artifacts inject noise that corrupts the shared representation. We int...

Philip H. Lee, Shreeram Suresh Chandra, John H. L. Hansen · 0 citations

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