Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection

YE Kheir, Y Samih, S Maharjan, T Polzehl… - arxiv preprint arxiv …, 2025 - arxiv.org
This paper conducts a comprehensive layer-wise analysis of self-supervised learning (SSL)
models for audio deepfake detection across diverse contexts, including multilingual datasets …

XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection

Y **ao, RK Das - arxiv preprint arxiv:2411.10027, 2024 - arxiv.org
Transformers and their variants have achieved great success in speech processing.
However, their multi-head self-attention mechanism is computationally expensive …