Awesome
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]
-
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]