research themes

An overview of the core themes underlying my research.

generative modelling and sampling

Generative modelling and sampling: particles transported from a noise prior to a learned data distribution

applied stochastic process and control

Applied stochastic process and control: feedback control regulating a noisy process toward a target, compared against an uncontrolled random walk

generative models for decision making in partially observable environments

Generative models for decision making in partially observable environments: an agent uses a generative belief over the unobserved environment to actively decide where to query next, converging on the true target

dynamical measure transport

continuous

discrete