arxivcs.SDcs.AIcs.CRcs.LG2026-07-23
Probing Speaker Identity Sensitivity in Audio Deepfake Detectors
Audio deepfake detectors are trained to distinguish genuine speech from synthetic speech and often perform well on standard benchmarks. Yet the same detector that achieves less than 1% error on one dataset can see its error rate increase twentyfold when evaluated on a different d…