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The first approach is sliced score matching (SSM) that has been previously used with EBMs in other areas but not in TTS

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cs.SD 1

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2025 1

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Score-Based Training for Energy-Based TTS Models

cs.SD · 2025-05-19 · conditional · novelty 3.0

The paper introduces delta loss, a score-based training objective for EBM TTS that reduces to a special case of flow matching, and reports one-step inference results competitive with sliced score matching.

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  • Score-Based Training for Energy-Based TTS Models cs.SD · 2025-05-19 · conditional · none · ref 8

    The paper introduces delta loss, a score-based training objective for EBM TTS that reduces to a special case of flow matching, and reports one-step inference results competitive with sliced score matching.