The efficacy and generalizability of conditional GANs for posterior
inference in physics-based inverse problems

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The efficacy and generalizability of conditional GANs for posterior inference in physics-based inverse problems

15 February 2022

Harisankar Ramaswamy

Assad A. Oberai

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Papers citing "The efficacy and generalizability of conditional GANs for posterior inference in physics-based inverse problems"

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Title
Conditional score-based diffusion models for solving inverse problems in mechanics Agnimitra Dasgupta Harisankar Ramaswamy Javier Murgoitio-Esandi Ken Foo Runze Li Qifa Zhou Brendan Kennedy Assad A. Oberai DiffM MedIm 103 4 0 19 Jun 2024
Dynamic Conditional Optimal Transport through Simulation-Free Flows Gavin Kerrigan Giosue Migliorini Padhraic Smyth OT 95 14 0 05 Apr 2024
Conditional Optimal Transport on Function Spaces Bamdad Hosseini Alexander W. Hsu Amirhossein Taghvaei OT 116 16 0 09 Nov 2023
Nonlinear Filtering with Brenier Optimal Transport Maps Mohammad Al-Jarrah Niyizhen Jin Bamdad Hosseini Amirhossein Taghvaei 90 3 0 21 Oct 2023
Generative Algorithms for Fusion of Physics-Based Wildfire Spread Models with Satellite Data for Initializing Wildfire Forecasts B. Shaddy Deep Ray A. Farguell Valentina Calaza Jan Mandel James Haley Kyle Hilburn D. Mallia A. Kochanski Assad A. Oberai 51 5 0 05 Sep 2023
Segmenting mechanically heterogeneous domains via unsupervised learning Quan Nguyen Emma Lejeune AI4CE 55 2 0 30 Aug 2023
Learning end-to-end inversion of circular Radon transforms in the partial radial setup Deep Ray Souvik Roy 48 0 0 27 Aug 2023
Solution of physics-based inverse problems using conditional generative adversarial networks with full gradient penalty Deep Ray Javier Murgoitio-Esandi Agnimitra Dasgupta Assad A. Oberai GAN 65 15 0 08 Jun 2023
Deep Learning and Computational Physics (Lecture Notes) Deep Ray Orazio Pinti Assad A. Oberai PINN AI4CE 67 7 0 03 Jan 2023
An Optimal Transport Formulation of Bayes' Law for Nonlinear Filtering Algorithms Amirhossein Taghvaei Bamdad Hosseini OT 70 17 0 22 Mar 2022
Conditional Sampling with Monotone GANs: from Generative Models to Likelihood-Free Inference Ricardo Baptista Bamdad Hosseini Nikola B. Kovachki Youssef Marzouk OT GAN 100 24 0 11 Jun 2020