Author

Ivan Mikheev

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Preprint Aug 2026

KVAE: Family of Tokenizers for Multimodal Generative Models

It is demonstrated that reconstruction and generation results on objective and subjective metrics matches or surpasses frontier opensource tokenizers, such as VAEs from Wan-2.2, HunyuanVideo-1.5, FLUX.2, MovieGen, StableAudio and MMAudio.

Andrey Shutkin, Denis Parkhomenko, Ivan Kirillov et al. · 0 citations

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