Biblio
“Adjoint operators enable fast and amortized machine learning based Bayesian uncertainty quantification”, in SPIE Medical Imaging Conference, 2023.
, “Variational inference for artifact removal of adjoint solutions in photoacoustic problems”, ML4SEISMIC Partners Meeting. 2021.
, “Normalizing flows for regularization of 3D seismic inverse problems”, ML4SEISMIC Partners Meeting. 2022.
, “GENERATIVE MODELS FOR UNCERTAINTY QUANTIFICATION OF MEDICAL AND SEISMIC IMAGING”, Georgia Institute of Technology, Atlanta, 2024.
, “Refining Amortized Posterior Approximations using Gradient-Based Summary Statistics”, in 5th Symposium on Advances in Approximate Bayesian Inference, 2023.
, “Memory Efficient Invertible Neural Networks for 3D Photoacoustic Imaging”, TR-CSE-2022-2, 2022.
, “Neural wave-based imaging with amortized uncertainty quantification”, in Inverse Problems: Modelling and Simulation, 2024.
, “Towards generative seismic kriging with normalizing flows”, ML4SEISMIC Partners Meeting. 2023.
, “Machine-learning enabled velocity-model building with uncertainty quantification”, ML4SEISMIC Partners Meeting. 2024.
, “Kronecker product optimization in SPOT”, SINBAD Fall consortium talks. SINBAD, 2010.
, , “Physical Bayesian Inference for Two-Phase Flow Problems”, ML4SEISMIC Partners Meeting. 2024.
, “Single- and multi-parameter WRI –- synthetic examples”, SINBAD Fall consortium talks. SINBAD, 2014.
, “Wavefield-reconstruction inversion”, in Conference on Applied Inverse Problems, 2015.
, “Solving WRI’s data-augmented wave equation in 3D”, SINBAD Spring consortium talks. SINBAD, 2015.
, “Wave-equation based inversion with the penalty method: adjoint-state versus wavefield-reconstruction inversion”, in EAGE Annual Conference Proceedings, 2014.
, “A numerical solver for least-squares sub-problems in 3D wavefield reconstruction inversion and related problem formulations”, in SEG Technical Program Expanded Abstracts, 2019, pp. 1536-1540.
, “Regularizing waveform inversion by projection onto intersections of convex sets”, UBC, TR-EOAS-2015-4, 2015.
, “Constraints versus penalties for edge-preserving full-waveform inversion”, The Leading Edge, vol. 36, pp. 94-100, 2017.
, “Quadratic-penalty based full-space methods for waveform inversion”, SINBAD Fall consortium talks. SINBAD, 2014.
, “Regularizing waveform inversion by projections onto convex sets”, SINBAD Spring consortium talks. SINBAD, 2015.
, “A sparse reduced Hessian approximation for multi-parameter wavefield reconstruction inversion”, in SEG Technical Program Expanded Abstracts, 2014, pp. 1206-1210.
, “Intersections and sums of sets for the regularization of inverse problems”, in Canadian Mathematical Society Winter Meeting, 2018.
, “Matrix-free quadratic-penalty methods for PDE-constrained optimization”, in SIAM Conference on Computational Science and Engineering, 2015.
, “Iterative solution strategy for least-squares problem with a PDE-block”, SINBAD Fall consortium talks. SINBAD, 2014.
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