Robust ensemble Kalman filtering under observation noise misspecification via diffusion score matching

Hans Reimann, Sebastian Reich

We address the problem of observation noise misspecification in Bayesian filtering of dynamical systems via recent advances in generalised Bayesian inference. Mis-match in tail dec…