Controllable Music Generation - Prof. Dorien Herremans at DMRN+15. Key talk at DMRN+15
DMRN+15 held on December 2020
Prof. Dorien Herremans - Assistant
Professor at Singapore University of Technology and Design (SUTD) where
she leads the AMAAI lab and is Director of SUTD Game Lab.
Abstract: In its more than 60 year history, music
generation systems have never been more popular than today. In this
talk, I will discuss a number of co-creative music generation systems
that have been developed over the last few years. These include
MorpheuS, a tonal tension-steered music generation system guided by
tonal tension and long-term structure. MusicFaderNets, a variational
auto encoder model that allows for controllable arousal and rhythmic
density of music. Finally, some more recent models by our AMAAI lab
which include architectures such as controllable transformers and
hierarchical RNN.