Adversarial Vulnerabilities of Neural Biomarker Identification Systems

arXiv:2609.01856 · cs.CR, q-bio.NC · Submitted 2026-09-01 · Read on arXiv

cs.CR, q-bio.NC

Submitted: 2026-09-01

Updated: 2026-09-01

Terminology

• Verification — 14× in this paper · explained in 2 episodes
• Calibration — 9× in this paper · explained in 7 episodes
• AUROC — 5× in this paper · explained in 2 episodes
• Cosine Similarity — 5× in this paper · explained in 3 episodes
• Accuracy — 4× in this paper · explained in 1 episode
• Adversarial Attacks — 4× in this paper · explained in 1 episode
• Feature Extraction — 4× in this paper · explained in 2 episodes
• Adversarial Vulnerabilities — 3× in this paper · explained in 1 episode
• False Acceptance Rate — 3× in this paper
• Fidelity — 3× in this paper · explained in 2 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Latent Space — 2× in this paper · explained in 7 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Adversarial Model — 1× in this paper · explained in 1 episode
• Adversarial Search — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Decode — 1× in this paper · explained in 2 episodes
• Degeneracy — 1× in this paper · explained in 3 episodes
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Score Function — 1× in this paper · explained in 4 episodes
• Variational Bayes — 1× in this paper · explained in 2 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• Threat Vectors and the State of the Art in Defense Methods for Security in Neurotechnology
• EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals
• O(n)-invariant Riemannian metrics on SPD matrices
• Auto-Encoding Variational Bayes

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