Learning Kalman Policy for Singular Unknown Covariances via Riemannian Regularization

Larsen Bier, Shahriar Talebi

Kalman filtering is a cornerstone of estimation theory, yet learning the optimal filter under unknown and potentially singular noise covariances remains a fundamental challenge. In…