SONAR: Spectral-Contrastive Audio Residuals for Generalizable Deepfake Detection

Ido Nitzan Hidekel, Gal lifshitz, Khen Cohen +1

Deepfake (DF) audio detectors still struggle to generalize to out of distribution inputs. A central reason is spectral bias, the tendency of neural networks to learn low-frequency…