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The ResNet model exhibited mixed perfor- mance when trained with different classification loss functions

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cs.SD 1

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2025 1

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Synthetic Speech Source Tracing using Metric Learning

cs.SD · 2025-06-03 · conditional · novelty 4.0

A compact ResNet trained with GE2E or AAMSoftmax identifies the source TTS system of synthetic speech as accurately as a 315M-parameter Wav2Vec2/AASIST model on MLAADv5.

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  • Synthetic Speech Source Tracing using Metric Learning cs.SD · 2025-06-03 · conditional · none · ref 5

    A compact ResNet trained with GE2E or AAMSoftmax identifies the source TTS system of synthetic speech as accurately as a 315M-parameter Wav2Vec2/AASIST model on MLAADv5.