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audio deepfake detection 1audio fusion 1cross-domain detection 1diffusion transformer 1reconstruction residuals 1

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cs.SD2026

Audio-Anchored Fusion of Multi-Ratio DiT Reconstruction Residuals for Cross-Domain Audio Deepfake Detection

Haotian Mo, Jie Liu, Siqi Shen +8

The paper introduces a cross-domain audio deepfake detection method that uses a frozen Diffusion Transformer trained on real speech to generate reconstruction residuals at multiple…