Author

Joshua T. S. Hewson

Brown University

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Neuroscience· 1

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Research Focus:benchmarking· 1 Research Focus:database / resource· 1 Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Assay:electronic health records· 1 Approach:experimental assay· 1 Research Focus:perturbation response prediction· 1

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Chad C. WilliamsiD· 1 shared Daniel WeinhardtiD· 1 shared Martyna Beata PłomeckaiD· 1 shared Nicolas LangeriD· 1 shared Sebastian MusslickiD· 1 shared

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Chad C. WilliamsORCID

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NeurosciencebioRxivPreprintJun 23, 2025

EEG-GAN: A Generative EEG Augmentation Toolkit for Enhancing Neural Classification

Chad C. Williams, Daniel Weinhardt, Joshua T. S. Hewson…·Sebastian Musslick

EEG-GAN generates synthetic EEG data to improve classification accuracy across multiple datasets and classifiers, achieving up to 16% improvement in decoding accuracy.

DOI 10.1101/2025.06.23.661164

electronic health recordsdeep learning

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