T. Weber

Trajectory Dynamics in Self-Supervised Learning Latent Space for Audio Deepfake Detection

On near-domain benchmarks, static and dynamic approaches perform comparably, and on harder cross-corpus benchmarks with diverse synthesis methods, trajectory dynamics provide substantial gains, confirming that temporal physiological constraints carry detection signal beyond utterance-level statistics.