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[22] proposes adding two squared hinge loss terms to the cross-entropy loss to encourage separation by energy score

SME-based Training for OOD Detection It has been shown that the OOD detection performance of systems that use MSP or energy can be improved by encouraging separation in the sco

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Open-Set Source Tracing of Audio Deepfake Systems

eess.AS · 2025-07-09 · conditional · novelty 5.0

Softmax energy, a modified out-of-distribution score, improves open-set source tracing of audio deepfake systems, achieving a 31% relative FPR95 reduction and best FPR95 of 8.3% with augmentation.

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  • Open-Set Source Tracing of Audio Deepfake Systems eess.AS · 2025-07-09 · conditional · none · ref 5

    Softmax energy, a modified out-of-distribution score, improves open-set source tracing of audio deepfake systems, achieving a 31% relative FPR95 reduction and best FPR95 of 8.3% with augmentation.