37 citations · 151 across the 27 of their papers we have counts for
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stat.ML2024
Gaussian Measures Conditioned on Nonlinear Observations: Consistency, MAP Estimators, and Simulation
Yifan Chen, Bamdad Hosseini, Houman Owhadi +1
The article presents a systematic study of the problem of conditioning a Gaussian random variable on nonlinear observations of the form where $ϕ: \mathcal{X} \to…
stat.ML2024
Diffeomorphic Measure Matching with Kernels for Generative Modeling
Biraj Pandey, Bamdad Hosseini, Pau Batlle +1
This article presents a general framework for the transport of probability measures towards minimum divergence generative modeling and sampling using ordinary differential equation…