Pith. sign in

REVIEW 2 cited by

Composer's Assistant: An Interactive Transformer for Multi-Track MIDI Infilling

Not yet reviewed by Pith; the record is open.

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 2301.12525 v2 pith:H6JRGSYW submitted 2023-01-29 cs.SD cs.LGeess.AS

classification cs.SDcs.LGeess.AS
keywords midimodelassistantcomposerreaperinfillinginteractivemodels
verification ladder T0 review T1 audit T2 compute T3 formal

Signed reviews

No signed human review yet.

0 comments
read the original abstract

We introduce Composer's Assistant, a system for interactive human-computer composition in the REAPER digital audio workstation. We consider the task of multi-track MIDI infilling when arbitrary track-measures have been deleted from a contiguous slice of measures from a MIDI file, and we train a T5-like model to accomplish this task. Composer's Assistant consists of this model together with scripts that enable interaction with the model in REAPER. We conduct objective and subjective tests of our model. We release our complete system, consisting of source code, pretrained models, and REAPER scripts. Our models were trained only on permissively-licensed MIDI files.

Discussion (0). Continue with ORCID to comment.

Forward citations

Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Hookpad Aria: A Copilot for Songwriters

    cs.SD 2025-02 conditional novelty 6.0 of 10

    A deployed AI songwriting assistant in Hookpad supports non-sequential generation and collects a live flywheel of accepted and rejected suggestions.

  2. Amuse: Human-AI Collaborative Songwriting with Multimodal Inspirations

    cs.HC 2024-12 conditional novelty 5.0 of 10

    A human-AI songwriting tool that generates keyword-relevant chord progressions from images, text, or audio by filtering LLM suggestions with a chord model, shown to increase perceived agency and creativity in a small ...

Pith tools