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CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Announce Type: replace Abstract: With the rapid advancement of neural audio codecs, codec-based speech generation (CoSG) systems have become highly powerful. Unfortunately, CoSG also enables the creation of highly realistic deepfake speech, making it easier to mimic an individual's voice and spread misinformation. We refer to this emerging deepfake speech generated by CoSG systems as CodecFake.

arXiv CS 1d ago

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech

arXiv:2606.07494v1 Announce Type: new Abstract: Recent neural audio codec-based speech generation (CodecFake) produces highly realistic audio, posing a challenge to existing deepfake countermeasure models. While using codec resynthesized speech (CoRS) as proxy data improves performance, it often suffers from limited generalization.

arXiv CS 2d ago