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Combinatorial music generation model with song structure graph analysis

arXiv 2312.15400 ↗First posted 24 Dec 2023cs.SD cs.AI eess.AScited by 0

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Abstract (arXiv)

In this work, we propose a symbolic music generation model with the song structure graph analysis network. We construct a graph that uses information such as note sequence and instrument as node features, while the correlation between note sequences acts as the edge feature. We trained a Graph Neural Network to obtain node representation in the graph, then we use node representation as input of Unet to generate CONLON pianoroll image latent. The outcomes of our experimental results show that the proposed model can generate a comprehensive form of music. Our approach represents a promising and innovative method for symbolic music generation and holds potential applications in various fields in Music Information Retreival, including music composition, music classification, and music inpainting systems.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 12 of its 24 references that are in the map. First posted on arXiv 24 Dec 2023.

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References · 12

  1. 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,713
  2. 2020Graph Contrastive Learning with Augmentationscited by 1,208
  3. 2019DropEdge: Towards Deep Graph Convolutional Networks on Node Classificationcited by 680
  4. 2020Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classificationcited by 506
  5. 2017Wasserstein Auto-Encoderscited by 373
  6. 2017MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompanimentcited by 151
  7. 2021Theme Transformer: Symbolic Music Generation with Theme-Conditioned Transformercited by 40
  8. 2021MELONS: generating melody with long-term structure using transformers and structure graphcited by 18
  9. 2022Cadence Detection in Symbolic Classical Music using Graph Neural Networkscited by 11
  10. 2022ComMU: Dataset for Combinatorial Music Generationcited by 8
  11. 2022Symbolic Music Loop Generation with Neural Discrete Representationscited by 7
  12. 2023Pitchclass2vec: Symbolic Music Structure Segmentation with Chord Embeddingscited by 4

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