ODE${}^2$VAE: Deep generative second order ODEs with Bayesian neural networks

Çağatay Yıldız, Markus Heinonen, Harri Lähdesmäki

We present Ordinary Differential Equation Variational Auto-Encoder (ODE${}^2$VAE), a latent second order ODE model for high-dimensional sequential data. Leveraging the advances in de…