A review of change of variable formulas for generative modeling

U Köthe - arXiv preprint arXiv:2308.02652, 2023 - arxiv.org
Change-of-variables (CoV) formulas allow to reduce complicated probability densities to
simpler ones by a learned transformation with tractable Jacobian determinant. They are thus …

Stability and Convergence of Solutions to Stochastic Inverse Problems Using Approximate Probability Densities

T Butler, R Spence, T Wildey, TY Yen - International Journal for … - dl.begellhouse.com
Data-consistent inversion is designed to solve a class of stochastic inverse problems where
the solution is a pullback of a probability measure specified on the outputs of a quantities of …