NONOTO: A Model-agnostic Web Interface for Interactive Music Composition by Inpainting
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Abstract (arXiv)
Inpainting-based generative modeling allows for stimulating human-machine interactions by letting users perform stylistically coherent local editions to an object using a statistical model. We present NONOTO, a new interface for interactive music generation based on inpainting models. It is aimed both at researchers, by offering a simple and flexible API allowing them to connect their own models with the interface, and at musicians by providing industry-standard features such as audio playback, real-time MIDI output and straightforward synchronization with DAWs using Ableton Link.
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 Jul 2019.
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Citing papers per year: 2021: 4; 2022: 2; 2023: 2; 2024: 1; 2025: 0; 2026: 1.
10 papers.
- 2021The Piano Inpainting Applicationcited by 23
- 2023The Ethical Implications of Generative Audio Models: A Systematic Literature Reviewcited by 18
- 2022MusIAC: An extensible generative framework for Music Infilling Applications with multi-level Controlcited by 17
- 2021Variable-Length Music Score Infilling via XLNet and Musically Specialized Positional Encodingcited by 14
- 2023Composer's Assistant: An Interactive Transformer for Multi-Track MIDI Infillingcited by 9
- 2021Is Disentanglement enough? On Latent Representations for Controllable Music Generationcited by 7
- 2024Composer's Assistant 2: Interactive Multi-Track MIDI Infilling with Fine-Grained User Controlcited by 5
- 2022Melody Infilling with User-Provided Structural Contextcited by 4
- 2021Spectrogram Inpainting for Interactive Generation of Instrument Soundscited by 0
- 2026From One-Shot Generation to Incremental Music Composition: Adapting a General-Purpose Instruction LLM for Persistent Symbolic Editingcited by 0
- 2026From One-Shot Generation to Incremental Music Composition: Adapting a General-Purpose Instruction LLM for Persistent Symbolic Editing28 Sep 2026
- 2024Composer's Assistant 2: Interactive Multi-Track MIDI Infilling with Fine-Grained User Control19 Jul 2024
- 2023The Ethical Implications of Generative Audio Models: A Systematic Literature Review7 Jul 2023
- 2023Composer's Assistant: An Interactive Transformer for Multi-Track MIDI Infilling29 Jan 2023
- 2022Melody Infilling with User-Provided Structural Context6 Oct 2022
- 2022MusIAC: An extensible generative framework for Music Infilling Applications with multi-level Control11 Feb 2022
- 2021Variable-Length Music Score Infilling via XLNet and Musically Specialized Positional Encoding11 Aug 2021
- 2021Is Disentanglement enough? On Latent Representations for Controllable Music Generation1 Aug 2021
- 2021The Piano Inpainting Application13 Jul 2021
- 2021Spectrogram Inpainting for Interactive Generation of Instrument Sounds15 Apr 2021