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WavTTS: Towards High-Quality Zero-Shot TTS via Direct Raw Waveform Modeling

arXiv:2606.03455v1 Announce Type: cross Abstract: Recently, diffusion models operating on VAE latents or mel-spectrograms have become the dominant paradigm for zero-shot TTS. Although these compressed representations improve generation efficiency, they inevitably suffer from information loss and non-end-to-end training. Theoretically, directly modeling raw waveforms circumvents these issues; however, this direction remains underexplored and is often deemed difficult due to the extremely long...

arXiv CS 7d ago