Amortized Filtering and Smoothing with Conditional Normalizing Flows

Tiangang Cui, Xiaodong Feng, Chenlong Pei +2

Bayesian filtering and smoothing are central to data assimilation in nonlinear dynamical systems. Recent advances in deep generative models provide flexible approximations of the a…