Concepedia

A dimension-reduced variational approach for solving physics-based inverse problems using generative adversarial network priors and normalizing flows

Agnimitra Dasgupta, Dhruv Patel, Deep Ray, E. A. Johnson, Assad A. Oberai

Computer Methods in Applied Mechanics and Engineering · 2023 · 23 citations · 51 references

Concepts

Natural SciencesMathematicsPhysicsComputational PhysicsMachine LearningDeep LearningGenerative ModelingInverse ProblemsPartial Differential EquationsVariational FormulationVariational InferenceComputational Inverse ProblemsGenerative Adversarial NetworksInverse Problem FormulationInverse Problems In Partial Differential EquationsNormalizing FlowsPhysics-informed InversionPhysics-informed Optimization

References

51

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

Image quality assessment: from error visibility to structural similarity

Zhou Wang, Alan C. Bovik, Hamid R. Sheikh et al. · IEEE Transactions on Image Processing · 2004 · 56K citations

Arts, Vision Science, Computer Vision +14

Auto-Encoding Variational Bayes

Diederik P. Kingma, Max Welling · UvA-DARE (University of Amsterdam) · 2013 · 15.6K citations · Full text

Computing, Computer Science, Machine Learning +16

Advances in neural information processing systems 7

Computers & Mathematics with Applications · 1996 · 14.4K citations

Computing, Computer Science, Neuroscience +14

Variational Inference: A Review for Statisticians

Journal of the American Statistical Association · 2017 · 3.7K citations · Full text

Natural Sciences, Mathematics, Machine Learning +16