Composer's Assistant 2: Interactive Multi-Track MIDI Infilling with Fine-Grained User Control
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Abstract (arXiv)
We introduce Composer's Assistant 2, a system for interactive human-computer composition in the REAPER digital audio workstation. Our work upgrades the Composer's Assistant system (which performs multi-track infilling of symbolic music at the track-measure level) with a wide range of new controls to give users fine-grained control over the system's outputs. Controls introduced in this work include two types of rhythmic conditioning controls, horizontal and vertical note onset density controls, several types of pitch controls, and a rhythmic interest control. We train a T5-like transformer model to implement these controls and to serve as the backbone of our system. With these controls, we achieve a dramatic improvement in objective metrics over the original system. We also study how well our model understands the meaning of our controls, and we conduct a listening study that does not find a significant difference between real music and music composed in a co-creative fashion with our system. We release our complete system, consisting of source code, pretrained models, and REAPER scripts.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 20 of its 35 references that are in the map. First posted on arXiv 19 Jul 2024.
Builds on
20 of 35 references.
References · 20
- 2017Attention Is All You Needcited by 60,361
- 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,599
- 2019The Curious Case of Neural Text Degenerationcited by 2,916
- 2021Symbolic Music Generation with Diffusion Modelscited by 154
- 2018A Hierarchical Latent Vector Model for Learning Long-Term Structure in Musiccited by 131
- 2016DeepBach: a Steerable Model for Bach Chorales Generationcited by 91
- 2020The Jazz Transformer on the Front Line: Exploring the Shortcomings of AI-composed Music through Quantitative Measurescited by 53
- 2020MMM : Exploring Conditional Multi-Track Music Generation with the Transformercited by 49
- 2021MuseMorphose: Full-Song and Fine-Grained Piano Music Style Transfer with One Transformer VAEcited by 40
- 2023Anticipatory Music Transformercited by 36
- 2022Symphony Generation with Permutation Invariant Language Modelcited by 35
- 2023Polyffusion: A Diffusion Model for Polyphonic Score Generation with Internal and External Controlscited by 35
8 more
- 2020Music SketchNet: Controllable Music Generation via Factorized Representations of Pitch and Rhythmcited by 28
- 2020AI Song Contest: Human-AI Co-Creation in Songwritingcited by 25
- 2019Learning to Traverse Latent Spaces for Musical Score Inpaintingcited by 24
- 2021The Piano Inpainting Applicationcited by 23
- 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
- 2019NONOTO: A Model-agnostic Web Interface for Interactive Music Composition by Inpaintingcited by 10
- 2023Composer's Assistant: An Interactive Transformer for Multi-Track MIDI Infillingcited by 9
Built on by
Citing papers per year: 2024: 1; 2025: 3; 2026: 1.
5 papers.
- 2024Unifying Symbolic Music Arrangement: Track-Aware Reconstruction and Structured Tokenizationcited by 3
- 2025Adaptable Symbolic Music Infilling with MIDI-RWKVcited by 2
- 2026Stemphonic: All-at-once Flexible Multi-stem Music Generationcited by 1
- 2025TOMI: Transforming and Organizing Music Ideas for Multi-Track Compositions with Full-Song Structurecited by 0
- 2025Conditional Diffusion as Latent Constraints for Controllable Symbolic Music Generationcited by 0
- 2026Stemphonic: All-at-once Flexible Multi-stem Music Generation10 Feb 2026
- 2025Conditional Diffusion as Latent Constraints for Controllable Symbolic Music Generation10 Nov 2025
- 2025TOMI: Transforming and Organizing Music Ideas for Multi-Track Compositions with Full-Song Structure29 Jun 2025
- 2025Adaptable Symbolic Music Infilling with MIDI-RWKV16 Jun 2025
- 2024Unifying Symbolic Music Arrangement: Track-Aware Reconstruction and Structured Tokenization27 Aug 2024