Karvonen, Toni

5 publications

TMLR 2023 A Probabilistic Taylor Expansion with Gaussian Processes Toni Karvonen, Jon Cockayne, Filip Tronarp, Simo Särkkä
JMLR 2023 Maximum Likelihood Estimation in Gaussian Process Regression Is Ill-Posed Toni Karvonen, Chris J. Oates
AISTATS 2023 Multilevel Bayesian Quadrature Kaiyu Li, Daniel Giles, Toni Karvonen, Serge Guillas, Francois-Xavier Briol
NeurIPS 2021 Black Box Probabilistic Numerics Onur Teymur, Christopher Foley, Philip Breen, Toni Karvonen, Chris J Oates
NeurIPS 2018 A Bayes-Sard Cubature Method Toni Karvonen, Chris J Oates, Simo Sarkka