Identifying Neural Dynamics Using Nonlinear Interventional State Space Models

Hanna M. Tolle, Carles Balsells-Rodas, Yixin Wang +2

State-space models (SSMs) recover low-dimensional latent dynamics from high-dimensional observations, but latents are generally not identifiable from observational data alone. Inte…