Author

Cun-Hang Fan

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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. · ACM Transactions on Autonomo... · 1 citation

#machine learning Preprint Sep 2026

NeurDuo-EEG: A Long-Sequence EEG Foundation Model with Persistent State and Explicit Memory

Electroencephalography (EEG) is recorded continuously over hours, with relevant dynamics spanning timescales from milliseconds to hours. Most EEG foundation models nevertheless process fixed windows independently, limiting their ability to capture information encoded in long-timescale dynamics. State-space architecture...

Yi-Fan Wang, Hai-Ping Liu, Yang Cui et al. · 0 citations