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music-generation-with-DL

Papers

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

  • 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 on IJCNN [Web]
  • CSMC - Conference on Computer Simulation of Musical Creativity [Web]
  • CCRMA - Center for Computer Research in Music and Acoustics (Stanford University) [Web]

Applications

  • Google A.I. Duet [Link]
  • The Infinite Drum Machine [Link]
  • Amper Music [Link]

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