Differentiable Particle Filters: End-to-End Learning with Algorithmic Priors

Rico Jonschkowski, Divyam Rastogi, Oliver Brock

We present differentiable particle filters (DPFs): a differentiable implementation of the particle filter algorithm with learnable motion and measurement models. Since DPFs are end…