Author

Jose A.Gonzalez-Lopez

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Preprint Jul 2026

Do EEG Foundation Models Transfer to Speech? A Benchmark on Overt and Imagined Speech Decoding

Large-scale EEG pretraining yields no consistent advantage over a 16K-parameter CNN on speech tasks, indicating that current general-purpose EEG pretraining does not yet transfer to speech production and motivating speech-specific foundation models.

O. M. Khanday, Mohamed Baha Ben Ticha, Sanae Belfrouh et al. · 0 citations

Preprint Jul 2026

Does EEG Foundation Models Transfer to Speech? A Benchmark on Overt and Imagined Speech Decoding

EEG foundation models pretrained on thousands of hours have shown large gains over task-specific networks for motor imagery, seizure detection, sleep staging, and emotion recognition, but their transfer to speech decoding-arguably the most demanding non-invasive BCI application-remains untested. We present the first sy...

O. M. Khanday, Mohamed Baha Ben Ticha, Sanae Belfrouh et al. · 0 citations