Lipschitz-style certificates pass for EEGNet and classical BCI decoders while PGD accuracy drops up to 25.7% at ε=0.25, and related fidelity and privacy audits reveal further objective-user welfare mismatches.
Security in brain-computer interfaces: State-of-the-art, opportunities, and future chal- lenges.ACM Computing Surveys, 54(1), 2021
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When Certificates Fail: A Unified Safety Framework for Embedded Neural Interface Models
Lipschitz-style certificates pass for EEGNet and classical BCI decoders while PGD accuracy drops up to 25.7% at ε=0.25, and related fidelity and privacy audits reveal further objective-user welfare mismatches.