Adam Finkelstein

FM Synthesizer Audio-Parameter Shared Embeddings

To learn a representation of parameters including their signal routing, a graph neural network is designed whose message passing structure imitates FM signal processing, supporting the claim that imitating FM signal flow in a parameter encoder improves generalization to unseen topologies.