Author

Denis Dimitrov

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Preprint Aug 2026

Adding Voice Cloning to Text-to-Audio-Video Models with a Single Zero-Initialised Layer

This work shows that a base T2AV model can be turned into a voice-cloning model by adding a single zero-initialized linear layer on top of its audio backbone, fine-tuning for a comparatively short training schedule, and conditioning on a short reference recording at inference time.

Ivan Mikheev, Viacheslav Vasilev, Anna Dmitrienko et al. · 0 citations