Sakutaro Nishio

Composer2Vec: A Continuous Embedding Space of Composer Style Learned from Symbolic Melody Generation

We analyze the composer embeddings learned by a composer-conditioned Transformer as a continuous latent space of compositional style, rather than merely as an internal representation for generation. A model that recursively predicts melody continuations was trained on melodic sequences extracted from MIDI data, conditi...