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Kuan-Po Huang

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#natural language process... Preprint Sep 2026

EmoRES-TTS: Residual-Enhanced Vector Steering for Emotional Speech Generation

Emotion-conditioned text-to-speech (TTS) models may fail to express the requested emotion reliably, and improving controllability by additional training is costly in both computation and emotion-labeled speech training data. We therefore study vector steering, a training-free approach that modifies the internal represe...

Kuan-Po Huang, Hao-He Liu, Pu-Yuan Peng et al. · 0 citations
Preprint Jul 2026

Fr\'echet Distance Loss on Speech Representations for Text-to-Speech Synthesis

Speech Representation Fr'echet Distance loss (SR-FD), a training-time distributional regularizer for tokenizer-free flow-matching autoregressive TTS, is proposed, an intelligibility-improving distributional regularizer for few-step TTS.

Ho-Lam Chung, Kuan-Po Huang, Bo-Ru Lu et al. · 0 citations

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