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Enhancing Adversarial Attack Detection in EEG Signals With Covariance Entropy: A Novel Framework for BCI Security

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0 Published in 2025 at "IEEE Signal Processing Letters"

DOI: 10.1109/lsp.2025.3580330

Abstract: Brain-computer interfaces (BCIs) facilitate direct brain-to-external device connection by using machine learning to interpret EEG data. However, these systems are vulnerable to adversarial attacks that can lead to faulty outputs and potentially severe consequences. This… read more here.

Keywords: attack detection; adversarial attack; enhancing adversarial; covariance entropy ... See more keywords