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Anton Ragni

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#artificial intelligence Preprint Sep 2026

Continuous-Time Acoustic Modelling with Neural Controlled Differential Equations

Text-to-speech (TTS) models commonly address text--speech alignment by expanding phone-level encoder states to frame-level decoder inputs using predicted durations. While this length-regulation step resolves alignment structurally, this use of duration typically changes only where and how often latent states appear, no...

Mattias Cross, Ming-Hui Zhao, Anton Ragni · 0 citations

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