Yuki Kawamura

Trajectory Flow Matching with Applications to Clinical Time Series Modelling

Modeling stochastic and irregularly sampled time series is a challenging problem found in a wide range of applications, especially in medicine. Neural stochastic differential equations (Neural SDEs) are an attractive modeling technique for this problem, which parameterize the drift and diffusion ter…