Stemphonic

previous models generate a fixed set of stems

or, they generate one stem at a time

training - apply shared noise latent to each group.

one-pass conditional multi-stem generation

previous work: 1 - parallel architectures for stem generation, but instruments are fixed 2 - sequential generation of stems, flexible, but one-at a time

stem-wise activity controls

Last Reviewed: 10/8/25