Denoising Particle Filters: Learning State Estimation with Single-Step Objectives

Lennart Röstel, Berthold Bäuml

Learning-based methods commonly treat state estimation in robotics as a sequence modeling problem. While this paradigm can be effective at maximizing end-to-end performance, models…