Deep Learning for Music Generation

Papers

MIDI

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

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

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

• DeepJ: A model for style-specific music generation (2018.1) [arXiv] [Page] [Code-Keras]

• A Classifying Variational Autoencoder with Application to Polyphonic Music Generation (2017.11) [arXiv] [Page] [Code-Keras]

• A hierarchical recurrent variational autoencoder for music (2018.3) [arXiv] [Page] [Code-Tensorflow]

• Multitrack MusicVAE: Interactively Exploring Musical Styles (2018.6) [Page]

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

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

• 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]

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

Audio

Useful models

• A Hybrid Convolutional Variational Autoencoder for Text Generation (2017.2) [[arXiv](https:// arXiv:1702.02390)] [Code-Pytorch]

• Generating Sentences from a Continuous Space (2015.11) [arXiv] [Code-Pytorch]

• Improved Variational Autoencoders for Text Modeling using Dilated Convolutions (2017.6) [arXiv] [Code-Pytorch]

Blogs

Projects

• Magenta: Music and Art Generation with Machine Intelligence [Page][Model]

Applications

• Jukedeck
• Amper music
• AIVA
• YouBand 迪声软件，悠悠虚拟乐队

Confercence & Journal

• ACM MM - ACM MultiMedia

• ISMIR - The International Society of Music Information Retrieval

• ICASSP - Conference on Acoustics, Speech and Signal Processing

• DLM - Deep Learning for Music Workshop

• CSMC - Conference on Computer Simulation of Musical Creativity

• CCRMA - Center for Computer Research in Music and Acoustics (Stanford University)

• ICMC - Internatonal Computer Music Conference

• TAC - IEEE Transaction on Affective Computing