mlsanityData to 14 Oct 2026

Segment-Factorized Full-Song Generation on Symbolic Piano Music

arXiv 2510.05881 ↗First posted 7 Oct 2025cs.SD cs.AI cs.LGcited by 2

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Abstract (arXiv)

We propose the Segmented Full-Song Model (SFS) for symbolic full-song generation. The model accepts a user-provided song structure and an optional short seed segment that anchors the main idea around which the song is developed. By factorizing a song into segments and generating each one through selective attention to related segments, the model achieves higher quality and efficiency compared to prior work. To demonstrate its suitability for human-AI interaction, we further wrap SFS into a web application that enables users to iteratively co-create music on a piano roll with customizable structures and flexible ordering.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 13 of its 15 references that are in the map. First posted on arXiv 7 Oct 2025.

Builds on

13 of 15 references.

References · 13

  1. 2021Compound Word Transformer: Learning to Compose Full-Song Music over Dynamic Directed Hypergraphscited by 110
  2. 2016DeepBach: a Steerable Model for Bach Chorales Generationcited by 91
  3. 2020The Jazz Transformer on the Front Line: Exploring the Shortcomings of AI-composed Music through Quantitative Measurescited by 53
  4. 2021MuseMorphose: Full-Song and Fine-Grained Piano Music Style Transfer with One Transformer VAEcited by 40
  5. 2021Theme Transformer: Symbolic Music Generation with Theme-Conditioned Transformercited by 40
  6. 2023Polyffusion: A Diffusion Model for Polyphonic Score Generation with Internal and External Controlscited by 35
  7. 2024Whole-Song Hierarchical Generation of Symbolic Music Using Cascaded Diffusion Modelscited by 25
  8. 2021AccoMontage: Accompaniment Arrangement via Phrase Selection and Style Transfercited by 22
  9. 2022Compose & Embellish: Well-Structured Piano Performance Generation via A Two-Stage Approachcited by 18
  10. 2024PiCoGen: Generate Piano Covers with a Two-stage Approachcited by 6
  11. 2024PiCoGen2: Piano cover generation with transfer learning approach and weakly aligned datacited by 6
  12. 2022Melody Infilling with User-Provided Structural Contextcited by 4
1 more
  1. 2025Diffusion-based Symbolic Music Generation with Structured State Space Modelscited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.