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Author

Avantika Singh

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Preprint Sep 2026

Not All Attacks Are Learned Equally in Speech Deepfake Detection

Speech deepfake detection (SDD) models are trained on multi-attack datasets containing diverse spoofing systems, such as text-to-speech (TTS) and voice conversion (VC). In standard classifier training on multi-attack datasets, all attacks are treated as one spoofed class, and performance is reported using overall Equal...

Avantika Singh, Aurosweta Mahapatra, Ismail Rasim Ulgen et al. · 0 citations

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