Latent Ordinary Differential Equations for Irregularly-Sampled Time Series

Yulia Rubanova, Tian Qi Chen, David K. Duvenaud

Neural Information Processing Systems 

Time series with non-uniform intervals occur in many applications, and are difficult to model using standard recurrent neural networks (RNNs).