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detection involving deepfake detection, content origin detection, and watermark identification. Developing explainable and localized detection methods for watermark and deepfake attribution, especially when
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, duration, prosody, or emphasis, rather than only in local signal-level features. Developing robustness evaluation methods, differentiable augmentation tools, and realistic attack scenarios for audio
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