Introduces DSFA to turn deterministic audio features stochastic during fine-tuning and the CoSG ExtEval dataset, claiming SOTA generalization for CodecFake detection.
Codec-based deepfake source tracing via neural audio codec taxonomy,
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A survey that organizes audio SSL into five objective paradigms, relates their demands to architectural biases, and interprets downstream applications as tests of generalization.
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Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech
Introduces DSFA to turn deterministic audio features stochastic during fine-tuning and the CoSG ExtEval dataset, claiming SOTA generalization for CodecFake detection.