This repository contains the code for the papers Generative Time Series Models with Interpretable Latent Processes for Complex Disease Trajectories accepted at the Deep Generative Models for Health Workshop at Neurips 2023 and Modeling Complex Disease Trajectories using Deep Generative Models with Semi-Supervised Latent Processes accepted as Findings at ML4H 2023.