Universal Audio Synthesizer Control with Normalizing Flows

Map latent space to parameter space

• Automatic Parameter inference
• macro-control learning (learning latent dims for control)
• audio-based preset exploration

Disentangling Flows - bidirectional mapping between latent spaces, while steering org. of some latent dims. disentangles axes of audio variations

VAE learns a latent space on audio

normalizing flow maps that latent space to synth parameters

Last Reviewed: 6/27/25