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Yannic Kilcher

Jukebox: A Generative Model for Music (Paper Explained)

By Advanced AI EditorMay 18, 2025No Comments1 Min Read
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This generative model for music can make entire songs with remarkable quality and consistency. It can be conditioned on genre, artist, and even lyrics.

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Abstract:
We introduce Jukebox, a model that generates music with singing in the raw audio domain. We tackle the long context of raw audio using a multiscale VQ-VAE to compress it to discrete codes, and modeling those using autoregressive Transformers. We show that the combined model at scale can generate high-fidelity and diverse songs with coherence up to multiple minutes. We can condition on artist and genre to steer the musical and vocal style, and on unaligned lyrics to make the singing more controllable. We are releasing thousands of non cherry-picked samples, along with model weights and code.

Authors: Prafulla Dhariwal, Heewoo Jun, Christine Payne, Jong Wook Kim, Alec Radford, Ilya Sutskever

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