125 citations · 245 across the 22 of their papers we have counts for
3 papers · 1 filter
Interactive Music Generation with Positional Constraints using Anticipation-RNNs
Gaëtan Hadjeres, Frank Nielsen
Recurrent Neural Networks (RNNS) are now widely used on sequence generation tasks due to their ability to learn long-range dependencies and to generate sequences of arbitrary lengt…
DeepBach: a Steerable Model for Bach Chorales Generation
Gaëtan Hadjeres, François Pachet, Frank Nielsen
This paper introduces DeepBach, a graphical model aimed at modeling polyphonic music and specifically hymn-like pieces. We claim that, after being trained on the chorale harmonizat…
Style Imitation and Chord Invention in Polyphonic Music with Exponential Families
Gaëtan Hadjeres, Jason Sakellariou, François Pachet
Modeling polyphonic music is a particularly challenging task because of the intricate interplay between melody and harmony. A good model should satisfy three requirements: statisti…