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math.ST2026
Discrete to continuum limits in Bayesian inverse problems
Alexander Katsevich
We develop a posterior-level discrete-to-continuum theory for Bayesian inverse problems whose finite-dimensional priors arise from local finite-difference regularization and whose…
math.CA2026
High-dimensional Laplace asymptotics up to the concentration threshold
Alexander Katsevich, Anya Katsevich
We study high-dimensional Laplace-type integrals in the regime where both and are large. Existing rigorous Laplace-e…