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Sep 2026

DA2Mel: A Dual-Dynamic Adaptive Network for EEG-to-Mel Spectrogram Reconstruction

Decoding neural activity into natural speech is a frontier in cognitive neuroscience and brain-computer interfaces. Existing methods overlook two critical issues when decoding continuous long-sequence speech: the pronounced inter-subject variability and substantial temporal fluctuations within individual EEG signals, a...

Cun-Hang Fan, Hui-Yao Lv, Sheng Zhang et al. · 1 citation
Aug 2026

MS²FL: Modality-shared and Modality-specific Feature Learning for Multimodal Emotion Recognition

Multimodal emotion recognition based on complementary physiological signals such as electroencephalogram (EEG) and eye movements can effectively reflect human emotional states, demonstrating significant potential in fields such as rehabilitation monitoring and driving safety. However, existing multimodal emotion recogn...

Xin-Hui Li, Hao-Yuan Chen, Minchao Wu et al. · 0 citations

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