ComMU: Dataset for Combinatorial Music Generation
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Abstract (arXiv)
Commercial adoption of automatic music composition requires the capability of generating diverse and high-quality music suitable for the desired context (e.g., music for romantic movies, action games, restaurants, etc.). In this paper, we introduce combinatorial music generation, a new task to create varying background music based on given conditions. Combinatorial music generation creates short samples of music with rich musical metadata, and combines them to produce a complete music. In addition, we introduce ComMU, the first symbolic music dataset consisting of short music samples and their corresponding 12 musical metadata for combinatorial music generation. Notable properties of ComMU are that (1) dataset is manually constructed by professional composers with an objective guideline that induces regularity, and (2) it has 12 musical metadata that embraces composers' intentions. Our results show that we can generate diverse high-quality music only with metadata, and that our unique metadata such as track-role and extended chord quality improves the capacity of the automatic composition. We highly recommend watching our video before reading the paper (https://pozalabs.github.io/ComMU).
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). Builds on 17 of its 58 references that are in the map. First posted on arXiv 17 Nov 2022.
Builds on
17 of 58 references.
References · 17
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5 more
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Built on by
Citing papers per year: 2023: 2; 2024: 2; 2025: 3; 2026: 1.
8 papers.
- 2023Mousai: Text-to-Music Generation with Long-Context Latent Diffusioncited by 77
- 2024Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a Surveycited by 10
- 2025The GigaMIDI Dataset with Features for Expressive Music Performance Detectioncited by 7
- 2025FilmComposer: LLM-Driven Music Production for Silent Film Clipscited by 5
- 2025Moonbeam: A MIDI Foundation Model Using Both Absolute and Relative Music Attributescited by 4
- 2024MR-MT3: Memory Retaining Multi-Track Music Transcription to Mitigate Instrument Leakagecited by 2
- 2023Combinatorial music generation model with song structure graph analysiscited by 0
- 2026How Far Should Tokenization Go? Predictive Effectiveness and Relational Losslessnesscited by 0
- 2026How Far Should Tokenization Go? Predictive Effectiveness and Relational Losslessness18 Aug 2026
- 2025Moonbeam: A MIDI Foundation Model Using Both Absolute and Relative Music Attributes21 May 2025
- 2025FilmComposer: LLM-Driven Music Production for Silent Film Clips11 Mar 2025
- 2025The GigaMIDI Dataset with Features for Expressive Music Performance Detection24 Feb 2025
- 2024MR-MT3: Memory Retaining Multi-Track Music Transcription to Mitigate Instrument Leakage15 Mar 2024
- 2024Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a Survey27 Feb 2024
- 2023Combinatorial music generation model with song structure graph analysis24 Dec 2023
- 2023Mousai: Text-to-Music Generation with Long-Context Latent Diffusion27 Jan 2023