Audio Deepfake Detection on Shared Cross-Domain Average ITW, ASV21 DF, FAV, ASV5
5.07EERProbing-Guided Layer Selection
Evaluation results
| Method | Links | |
|---|---|---|
| Probing-Guided Layer SelectionBackbone=XLS-R, Backbone status=Frozen, Layers used=4, Trainable params=1.34M, Fusion=Concat2026.06 | 5.07 | |
| MLDG-LoRABackbone=W2V 2.0, Backbone status=LoRA, Layers used=All, Trainable params=3.59M, Fusion=Feature2026.06 | 6.6 |