Proxy-Anchor metric learning on Wav2Vec2-BERT embeddings with architecture merging achieves 99.76% closed-set accuracy and 2.04% FPR@95 OOD detection on MLAAD v9, doubling prior OOD accuracy on v5 splits.
ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
eess.AS 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Anchoring the Unknown: Open-Set Model Attribution via Proxy-Anchor Learning
Proxy-Anchor metric learning on Wav2Vec2-BERT embeddings with architecture merging achieves 99.76% closed-set accuracy and 2.04% FPR@95 OOD detection on MLAAD v9, doubling prior OOD accuracy on v5 splits.