Deep Stochastic Processes via Functional Markov Transition OperatorsNeural Information Processing Systems (NeurIPS), 2023 |
Generation of non-stationary stochastic fields using Generative
Adversarial NetworksFrontiers in Earth Science (FES), 2022 |
Generative Models as Distributions of FunctionsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
3D CNN-PCA: A Deep-Learning-Based Parameterization for Complex GeomodelsComputational Geosciences (Comput. Geosci.), 2020 |
Physics-informed semantic inpainting: Application to geostatistical
modelingJournal of Computational Physics (JCP), 2019 |