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On Evaluating Quantum Kernel Robustness for Low-Resource Cross-Corpus Audio Deepfake Detection
Synthetic speech detection is critical for audio security, but performance can degrade when labeled data are scarce and evaluation conditions differ from training. This study examines quantum kernel methods and lightweight neural models for cross-corpus audio deepfake detection under limited...
Rehearsal with Auxiliary-Informed Sampling for Audio Deepfake Detection
The performance of existing audio deepfake detection frameworks degrades when confronted with new deepfake attacks. Rehearsal-based continual learning CL, which updates models using a limited set of old data samples, helps preserve prior knowledge while incorporating new information. However,...
Top 5 AI-Powered Social Engineering Attacks
Social engineering has long been an effective tactic because of how it focuses on human vulnerabilities. There's no brute-force 'spray and pray' password guessing. No scouring systems for unpatched software. Instead, it simply relies on manipulating emotions such as trust, fear, and respect for...