Neural Stochastic Flows: Solver-Free Modelling and Inference for SDE Solutions

Naoki Kiyohara, Edward Johns, Yingzhen Li

Stochastic differential equations (SDEs) are well suited to modelling noisy and irregularly sampled time series found in finance, physics, and machine learning. Traditional approac…