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Adaptive Compression and Targeted Perturbation: A Unified Framework for Generalized Audio Deepfake Detection
Existing audio deepfake detection ADD methods frequently exhibit limited generalization, as fixed bottleneck architectures fail to adapt to the heterogeneous information densities inherent in diverse spoofing artifacts. Moreover, standard augmentation often leads to a pathological...
VoiceSHIELD-Small: Real-Time Malicious Speech Detection and Transcription
Voice interfaces are quickly becoming a common way for people to interact with AI systems. This also brings new security risks, such as prompt injection, social engineering, and harmful voice commands. Traditional security methods rely on converting speech to text and then filtering that text,...