most citedNon-centered parametric variational Bayes' approach for hierarchical inverse problems of partial differential equations

4 citations · 4 across the 2 of their papers we have counts for

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2 papers

math.NA2025

Stochastic gradient descent based variational inference for infinite-dimensional inverse problems

Jiaming Sui, Junxiong Jia, Jinglai Li

This paper introduces two variational inference approaches for infinite-dimensional inverse problems, developed through gradient descent with a constant learning rate. The proposed…

math.NA2022★ 4 cited

Non-centered parametric variational Bayes' approach for hierarchical inverse problems of partial differential equations

Jiaming Sui, Junxiong Jia

This paper proposes a non-centered parameterization based infinite-dimensional mean-field variational inference (NCP-iMFVI) approach for solving the hierarchical Bayesian inverse p…