Conformalized Kalman Filters for State Estimation with Trustworthy Confidence Regions

Olga Weisman, Nir Shlezinger, Bracha Laufer-Goldshtein

Kalman-type filters are widely used for tracking dynamic systems, yet the confidence regions commonly derived from their estimated covariances can become unreliable under nonlinear…