Publications
Consistent inference for diffusions from low frequency measurements
– The Annals of Statistics
(2024)
52,
519
(doi: 10.1214/24-aos2357)
On posterior consistency of data assimilation with Gaussian process
priors: the 2D Navier-Stokes equations
(2023)
On free energy barriers in Gaussian priors and failure of cold start MCMC for high-dimensional unimodal distributions
– Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences
(2023)
381,
20220150
(doi: 10.1098/rsta.2022.0150)
On polynomial-time computation of high-dimensional posterior measures by Langevin-type algorithms
– Journal of the European Mathematical Society
(2022)
26,
1031
(doi: 10.4171/jems/1304)
STATISTICAL GUARANTEES for BAYESIAN UNCERTAINTY QUANTIFICATION in NONLINEAR INVERSE PROBLEMS with GAUSSIAN PROCESS PRIORS
– Annals of Statistics
(2021)
49,
3255
(doi: 10.1214/21-AOS2082)
On some information-theoretic aspects of non-linear statistical inverse
problems
(2021)
On log-concave approximations of high-dimensional posterior measures and
stability properties in non-linear inverse problems
(2021)
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