/music-generation-with-DL

Resources on Music Generation with Deep Learning

music-generation-with-DL

Papers

  • Melody Generation for Pop Music via Word Representation of Musical Properties (2017.10) [arXiv] [Code]

  • Generating Nontrivial Melodies for Music as a Service (2017.10) [arXiv] [Page]

  • MuseGAN: Symbolic-domain Music Generation and Accompaniment with Multi-track Sequential Generative Adversarial Networks (2017.9) [arXiv] [Page]

  • Similarity Embedding Network for Unsupervised Sequential Pattern Learning by Playing Music Puzzle Games （2017.9）[arXiv] [Page]

  • A Tutorial on Deep Learning for Music Information Retrieval (2017.9) [arXiv]

  • Deep Learning Techniques for Music Generation - A Survey (2017.9) [arXiv]

  • Neural Translation of Musical Style (2017.8) [arXiv] [Page]

  • GLSR-VAE: Geodesic Latent Space Regularization for Variational AutoEncoder Architectures (2017.7) [arXiv]

  • Learning and Evaluating Musical Features with Deep Autoencoders (2017.6) [arXiv]

  • Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models (2017.5) [arXiv] [Code]

  • MidiNet: A Convolutional Generative Adversarial Network for Symbolic-domain Music Generation using 1D and 2D Conditions - ISMIR 2017 (2017.3) [arXiv] [Page]

  • Automatic Conversion of Pop Music into Chiptunes for 8-bit Pixel Art - ICASSP 2017 (2017.2) [Paper] [Code] [Page]

  • C-RNN-GAN: Continuous Recurrent Neural Networks with Adversarial Training (2016.11) [arXiv] [Code]

  • Tuning Recurrent Neural Networks with Reinforcement Learning - ICLR 2017 (2016.11) [arXiv] [Web] [Code]

  • SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient - AAAI 2017 (2016.9) [Paper] [Code]

  • Song From PI: A Musically Plausible Network for Pop Music Generation - ICLR 2017 [arXiv]

  • Text-based LSTM networks for Automatic Music Composition (2016.4) [arXiv] [Web] [Code]

  • Music Transcription Modelling and Composition Using Deep Learning (2016.4) [arXiv] [Code]

  • Composing A Melody with Long-short Term Memory (LSTM) Recurrent Neural Networks (2016.2) [Web] [Code] [Paper]

  • Neural Adaptive Sequential Monte Carlo - NIPS 2015 (2015) [Paper]

  • A Recurrent Latent Variable Model for Sequential Data - NIPS 2015 (2015) [Paper] [Code]

  • AI Methods in Algorithmic Composition: A Comprehensive Survey (2013) [Paper]

  • Modeling Temporal Dependencies in High-dimensional Sequences: Application to Polyphonic Music Generation and Transcription (2012) [arXiv]

  • Towards Adaptive Music Generation By Reinforcement Learning of Musical Tension (2010) [Paper]

  • A First Look at Music Composition using LSTM Recurrent Neural Networks (2002) [Web] [Paper]

Blogs

  • Neural Nets for Generating Music [Web]

  • Generative Music with JavaScript & Web Audio [Web]

  • The Current State Of AI: Artificial Intelligence In Music, Movies & More (2017.7) [Web]

  • Composing Music With Recurrent Neural Networks (2015.8) [Web] [Code]

Codes

Conferences&Workshops

  • ACM MM - ACM MultiMedia [Web]
  • ISMIR - The International Society of Music Information Retrieval [Web]
  • ICASSP - Conference on Acoustics, Speech and Signal Processing [Web]
  • DLM - Deep Learning for Music Workshop [Web]
  • CSMC - Conference on Computer Simulation of Musical Creativity [Web]
  • CCRMA - Center for Computer Research in Music and Acoustics (Stanford University) [Web]
  • ICMC - Internatonal Computer Music Conference [Web] [Lists]

Applications

  • Google A.I. Duet [Link]
  • The Infinite Drum Machine [Link]
  • Amper Music [Link]
  • Intelligent Music System [Link]
  • Unwind [Link]
  • Tidalcycles [Link] [Video]