Paul Krause

Continuous-Discrete Differentiable Particle Filters for Irregular Time Series

Continuous-discrete state space models (CDSSMs) enable modelling of irregular time series by learning the underlying continuous-time dynamics with noisy measurements obtained at discrete timestamps. Recent studies have shown remarkable performance involving CDSSMs with neural networks. However, chal…