Learning the Infinitesimal Generator of Stochastic Diffusion Processes. - Vladimir Kostic; Hélène Halconruy; Timothée Devergne; Karim Lounici; Massimiliano Pontil (NeurIPS, 2024)

Evolving privacy: drift parameter estimation for discretely observed i.i.d. diffusion processes under LDP. - Chiara Amorino; Arnaud Gloter; Hélène Halconruy (CoRR, 2024)

Laplace Transform Based Low-Complexity Learning of Continuous Markov Semigroups. - Vladimir R. Kostic; Karim Lounici; Hélène Halconruy; Timothee Devergne; Pietro Novelli; Massimiliano Pontil (CoRR, 2024)