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Found 9 papers, 2 papers with code
Assisted music creation with Flow Machines: towards new categories of new
This chapter reflects on about 10 years of research in AI- assisted music composition, in particular during the Flow Machines project.
The Skipping Behavior of Users of Music Streaming Services and its Relation to Musical Structure
The behavior of users of music streaming services is investigated from the point of view of the temporal dimension of individual songs; specifically, the main object of the analysis is the point in time within a song at which users stop listening and start streaming another song ("skip").
Music Generation by Deep Learning - Challenges and Directions
In addition to traditional tasks such as prediction, classification and translation, deep learning is receiving growing attention as an approach for music generation, as witnessed by recent research groups such as Magenta at Google and CTRL (Creator Technology Research Lab) at Spotify.
GLSR-VAE: Geodesic Latent Space Regularization for Variational AutoEncoder Architectures
VAEs (Variational AutoEncoders) have proved to be powerful in the context of density modeling and have been used in a variety of contexts for creative purposes.
Sampling Variations of Lead Sheets
However, these techniques are still unable to capture and generate artefacts that are convincingly structured.
DeepBach: a Steerable Model for Bach Chorales Generation
This paper introduces DeepBach, a graphical model aimed at modeling polyphonic music and specifically hymn-like pieces.
Maximum entropy models for generation of expressive music
In the context of contemporary monophonic music, expression can be seen as the difference between a musical performance and its symbolic representation, i. e. a musical score.
Maximum entropy models capture melodic styles
We introduce a Maximum Entropy model able to capture the statistics of melodies in music.
Style Imitation and Chord Invention in Polyphonic Music with Exponential Families
Modeling polyphonic music is a particularly challenging task because of the intricate interplay between melody and harmony.
