ANTI-AI ARCHIVE
ART-HISTORY NODE / 235 · 2023-06-08

Simple and Controllable Music Generation

Simple and Controllable Music Generation

Copet, Jade; Kreuk, Felix; Gat, Itai; Remez, Tal; Kant, David; Synnaeve, Gabriel; Adi, Yossi; Défossez, Alexandre

Introduction

MusicGen organises multiple streams of compressed music tokens through a single language model, using text or melody conditions and adding sonic representation and control to the timeline.

ORIGINAL DOCUMENT#235
Figure 1: MusicGen token-interleaving patterns; sonic results require the authors’ listening examples.View full image ↗

Figure 1: MusicGen token-interleaving patterns; sonic results require the authors’ listening examples. Source: v3; the image version is distinct from the initial submission date.

Copet, Jade; Kreuk, Felix; Gat, Itai; Remez, Tal; Kant, David; Synnaeve, Gabriel; Adi, Yossi; Défossez, Alexandre · original paper / arXiv · Rights in the paper and depicted works remain with their holders. Research quotation does not establish an open licence; republication rights await independent review.

Source · Simple and Controllable Music Generation ↗

RESEARCH ACCOUNT

MusicGen organises multiple streams of compressed music tokens through a single language model, using text or melody conditions and adding sonic representation and control to the timeline.

ANTI-AI ARCHIVE · Revised 2026-10-03

What the paper investigates

The paper represents music as multiple discrete-token streams and uses interleaving patterns to process them with a single-stage transformer. Text and melodic conditioning are examined through automatic evaluation and listening studies.

Section sources: Simple and Controllable Music Generation

Its place in generative-art history

Editorial interpretation: melodic input means musical generation need not begin entirely with words. The entry supports comparisons between existing musical material, descriptive language and generated passages; listening examples remain necessary for understanding the medium.

Section sources: Simple and Controllable Music Generation

Reading limits and versions

Generated passages differ from complete composition, performance and publication workflows; listening studies do not settle training permission or output rights.

Section sources: Simple and Controllable Music Generation

Sources for this account

Simple and Controllable Music Generation ↗

Read the arXiv abstract, authors and version history, plus the selected figure/page on PDF page 2; proofs and full experiments were not independently audited.

Read the arXiv abstract, authors and version history, plus the selected figure/page on PDF page 2; proofs and full experiments were not independently audited. The account and translation are AI-assisted, pending independent human review. Section references identify evidence without claiming independent verification of every historical statement.

Continue with a comparative question

AudioLDM: Text-to-Audio Generation with Latent Diffusion Models ↗

MusicGen: compare methods, control or evaluation conditions with AudioLDM.

IMPF and IMPEL publish principles for fair generative-AI licensing ↗

MusicGen: compare methods, control or evaluation conditions with Fair music-AI licensing.

Jukebox: A Generative Model for Music ↗

MusicGen: compare methods, control or evaluation conditions with Jukebox.

Dates & version record

Date displayed for this node: 2023-06-08 · Historical date recorded for the source: 2023-06-08

The timeline uses the initial arXiv submission, distinct from conference publication, model release and the archive addition on 3 October 2026. The account and image refer to v3; its date is recorded in the source history.

These dates refer to the historical event or recorded version, not this page’s publication date. The original date precision and unresolved questions are retained.

Original sources & further reading

These links lead to the cited paper, article, institution or conference page. External texts retain their source languages.

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Simple and Controllable Music Generation ↗

Simple and Controllable Music Generation

https://arxiv.org/abs/2306.05284

Current cited URL

Read the arXiv abstract, authors and version history, plus the selected figure/page on PDF page 2; proofs and full experiments were not independently audited.

Provenance, translation & verification

Archive node #235 · Initial research-paper submission; methods, evaluation and production conditions

Research materials & supplement references · 1

Recent research papers: additions and reconciled sources since 2022 · Read the arXiv abstract, authors and version history, plus the selected figure/page on PDF page 2; proofs and full experiments were not independently audited. · 019
Date as recorded: 2023-06-08
Simple and Controllable Music Generation ↗
Simple and Controllable Music Generation

Archive account based on the listed research materials, not a full translation of the linked work. AI-assisted translation; independent human review pending.

Official material was read within the stated scope; see the source note for reading limits and outstanding checks.

Cite this node

ANTI-AI ARCHIVE. Simple and Controllable Music Generation. Art-history node #235. https://salondesrefuses.cn/en/art-history/342

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