AIBullisharXiv – CS AI · 7h ago6/10
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RAT: Reference-Augmented Training for ASV Anti-Spoofing
Researchers introduce Reference-Augmented Training (RAT), a novel approach for detecting voice spoofing and deepfakes that improves performance even when reference audio is absent during inference. The method achieves state-of-the-art results on the ASVspoof 5 benchmark, demonstrating that training with reference data induces beneficial invariance properties that enhance detection robustness.