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Multilingual Dataset Integration Strategies for Robust Audio Deepfake Detection: A SAFE Challenge System

arXiv:2508.20983v1 Announce Type: cross Abstract: The SAFE Challenge evaluates synthetic speech detection across three tasks: unmodified audio, processed audio with compression artifacts, and laundered audio designed to evade detection. We systematically explore self-supervised learning (SSL) front-ends, training data compositions, and audio length configurations for robust deepfake detection. Our AASIST-based approach incorporates WavLM large frontend with RawBoost augmentation, trained on a …

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