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Sharmila Karumuri
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Simulator-free solution of high-dimensional stochastic elliptic partial differential equations using deep neural networks
S Karumuri, R Tripathy, I Bilionis, J Panchal
Journal of Computational Physics 404, 109120, 2020
1432020
Hierarchical Bayesian approach to experimental data fusion: Application to strength prediction of high entropy alloys from hardness measurements
S Karumuri, ZD McClure, A Strachan, M Titus, I Bilionis
Computational Materials Science 217, 111851, 2023
42023
Learning to solve Bayesian inverse problems: An amortized variational inference approach using Gaussian and Flow guides
S Karumuri, I Bilionis
arXiv preprint arXiv:2305.20004, 2024
12024
Mass uptake during oxidation of metallic alloys: Literature data collection, analysis, and FAIR sharing
S Mishra, S Karumuri, V Mika, C Scott, C Choy, KH Sandhage, I Bilionis, ...
Computational Materials Science 233, 112671, 2024
2024
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