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Shouvik Paul

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#federated learning Open access Oct 2026

Federated Spiking GANs with Rényi Differential Privacy for privacy-preserving synthetic EEG generation in brain–computer interfaces

Electroencephalography (EEG) data used in brain-computer and brain-machine interfaces (BCI/BMI) contain sensitive, user-specific information, creating privacy risks in consumer applications such as gaming, human augmentation, and virtual reality. Existing methods like encryption and anonymization either fail to protect...

Shouvik Paul, Garima Bajwa · 0 citations

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