Audio Conditioning for Music Generation via Discrete Bottleneck Features
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Abstract (arXiv)
While most music generation models use textual or parametric conditioning (e.g. tempo, harmony, musical genre), we propose to condition a language model based music generation system with audio input. Our exploration involves two distinct strategies. The first strategy, termed textual inversion, leverages a pre-trained text-to-music model to map audio input to corresponding "pseudowords" in the textual embedding space. For the second model we train a music language model from scratch jointly with a text conditioner and a quantized audio feature extractor. At inference time, we can mix textual and audio conditioning and balance them thanks to a novel double classifier free guidance method. We conduct automatic and human studies that validates our approach. We will release the code and we provide music samples on https://musicgenstyle.github.io in order to show the quality of our model.
Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 17 Jul 2024.
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Citing papers per year: 2025: 3; 2026: 3.
6 papers.
- 2025MuseControlLite: Multifunctional Music Generation with Lightweight Conditionerscited by 9
- 2026Stable Audio 3cited by 6
- 2025MR-FlowDPO: Multi-Reward Direct Preference Optimization for Flow-Matching Text-to-Music Generationcited by 5
- 2026Low-Resource Guidance for Controllable Latent Audio Diffusioncited by 2
- 2025The Name-Free Gap: Policy-Aware Stylistic Control in Music Generationcited by 1
- 2026Training-Efficient Text-to-Music Generation with State-Space Modelingcited by 0
- 2026Stable Audio 318 May 2026
- 2026Low-Resource Guidance for Controllable Latent Audio Diffusion4 Mar 2026
- 2026Training-Efficient Text-to-Music Generation with State-Space Modeling21 Jan 2026
- 2025MR-FlowDPO: Multi-Reward Direct Preference Optimization for Flow-Matching Text-to-Music Generation11 Dec 2025
- 2025The Name-Free Gap: Policy-Aware Stylistic Control in Music Generation31 Aug 2025
- 2025MuseControlLite: Multifunctional Music Generation with Lightweight Conditioners23 Jun 2025