8 citations · 10 across the 7 of their papers we have counts for
3 papers · 1 filter
Graph-based Polyphonic Multitrack Music Generation
Emanuele Cosenza, Andrea Valenti, Davide Bacciu
Graphs can be leveraged to model polyphonic multitrack symbolic music, where notes, chords and entire sections may be linked at different levels of the musical hierarchy by tonal a…
Calliope -- A Polyphonic Music Transformer
Andrea Valenti, Stefano Berti, Davide Bacciu
The polyphonic nature of music makes the application of deep learning to music modelling a challenging task. On the other hand, the Transformer architecture seems to be a good fit…
Learning Style-Aware Symbolic Music Representations by Adversarial Autoencoders
Andrea Valenti, Antonio Carta, Davide Bacciu
We address the challenging open problem of learning an effective latent space for symbolic music data in generative music modeling. We focus on leveraging adversarial regularizatio…