2025
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
NAACL 2025findings
This paper conducts a comprehensive layer-wise analysis of self-supervised learning (SSL) models for audio deepfake detection across diverse contexts, including multilingual datasets (English, Chinese, Spanish), partial, song, and scene-based deepfake scenarios. By systematically evaluating the cont…