@article{geng2022deep,
  title={Deep learning for velocity model building with common-image gather volumes},
  author={Geng, Zhicheng and Zhao, Zeyu and Shi, Yunzhi and Wu, Xinming and Fomel, Sergey and Sen, Mrinal},
  journal={Geophysical Journal International},
  volume={228},
  number={2},
  pages={1054--1070},
  year={2022},
  publisher={Oxford University Press}
}

@article{symes2008migration,
  title={Migration velocity analysis and waveform inversion},
  author={Symes, William W},
  journal={Geophysical prospecting},
  volume={56},
  number={6},
  pages={765--790},
  year={2008},
  publisher={European Association of Geoscientists \& Engineers}
}

@article{hou2018inversion,
  title={Inversion velocity analysis in the subsurface-offset domain},
  author={Hou, Jie and Symes, William W},
  journal={Geophysics},
  volume={83},
  number={2},
  pages={R189--R200},
  year={2018},
  publisher={Society of Exploration Geophysicists}
}

@article{hou2015approximate,
  title={An approximate inverse to the extended Born modeling operator},
  author={Hou, Jie and Symes, William W},
  journal={Geophysics},
  volume={80},
  number={6},
  pages={R331--R349},
  year={2015},
  publisher={Society of Exploration Geophysicists}
}

@article{siahkoohi2022,
	title = {Deep Bayesian inference for seismic imaging with tasks},
	author = {Siahkoohi, Ali and Rizzuti, Gabrio and Herrmann, Felix J.},
	year = {2022},
	month = {08},
	date = {2022-08-25},
	journal = {Geophysics},
	pages = {S281--S302},
	volume = {87},
	number = {5},
	doi = {10.1190/geo2021-0666.1},
	url = {http://dx.doi.org/10.1190/geo2021-0666.1},
	langid = {en}
}

@inproceedings{welling2011bayesian,
  title={Bayesian learning via stochastic gradient Langevin dynamics},
  author={Welling, Max and Teh, Yee W},
  booktitle={Proceedings of the 28th international conference on machine learning (ICML-11)},
  pages={681--688},
  year={2011}
}
@book{gelman2003,
	title = {Bayesian Data Analysis},
	author = {Gelman, Andrew and Carlin, John B. and Stern, Hal S. and Rubin, Donald B.},
	year = {2003},
	month = {07},
	date = {2003-07-29},
	publisher = {Chapman and Hall/CRC},
	doi = {10.1201/9780429258480},
	url = {http://dx.doi.org/10.1201/9780429258480}
}

@article{rizzuti2020,
	title = {Parameterizing uncertainty by deep invertible networks: An application to reservoir characterization},
	author = {Rizzuti, Gabrio and Siahkoohi, Ali and Witte, Philipp A. and Herrmann, Felix J.},
	year = {2020},
	month = {09},
	date = {2020-09-30},
	journal = {SEG Technical Program Expanded Abstracts 2020},
	doi = {10.1190/segam2020-3428150.1},
	url = {http://dx.doi.org/10.1190/segam2020-3428150.1}
}

@article{kumar2021,
	title = {Enabling uncertainty quantification for seismic data preprocessing using normalizing flows (NF) {\textendash} An interpolation example},
	author = {Kumar, Rajiv and Kotsi, Maria and Siahkoohi, Ali and Malcolm, Alison},
	year = {2021},
	month = {09},
	date = {2021-09-01},
	journal = {First International Meeting for Applied Geoscience \& Energy Expanded Abstracts},
	doi = {10.1190/segam2021-3583705.1},
	url = {http://dx.doi.org/10.1190/segam2021-3583705.1}
}

@inproceedings{siahkoohi2021preconditioned,
title={Preconditioned training of normalizing flows for variational inference in inverse problems},
author={Ali Siahkoohi and Gabrio Rizzuti and Mathias Louboutin and Philipp Witte and Felix Herrmann},
booktitle={Third Symposium on Advances in Approximate Bayesian Inference},
year={2021},
url={https://openreview.net/forum?id=P9m1sMaNQ8T}
}

@article{siahkoohi2022wave,
  title={Wave-equation-based inversion with amortized variational Bayesian inference},
  author={Siahkoohi, Ali and Orozco, Rafael and Rizzuti, Gabrio and Herrmann, Felix J},
  journal={arXiv preprint arXiv:2203.15881},
  year={2022}
}
@article{siahkoohi2023,
	title = {Reliable amortized variational inference with physics-based latent distribution correction},
	author = {Siahkoohi, Ali and Rizzuti, Gabrio and Orozco, Rafael and Herrmann, Felix J.},
	year = {2023},
	month = {04},
	date = {2023-04-13},
	journal = {Geophysics},
	pages = {R297--R322},
	volume = {88},
	number = {3},
	doi = {10.1190/geo2022-0472.1},
	url = {http://dx.doi.org/10.1190/geo2022-0472.1},
	langid = {en}
}

@article{siahkoohi2021,
	title = {Learning by example: Fast reliability-aware seismic imaging with normalizing flows},
	author = {Siahkoohi, Ali and Herrmann, Felix J.},
	year = {2021},
	month = {09},
	date = {2021-09-01},
	journal = {First International Meeting for Applied Geoscience \& Energy Expanded Abstracts},
	doi = {10.1190/segam2021-3581836.1},
	url = {http://dx.doi.org/10.1190/segam2021-3581836.1}
}

@article{wen2023conditional,
  title={A Conditional Normalizing Flow for Accelerated Multi-Coil MR Imaging},
  author={Wen, Jeffrey and Ahmad, Rizwan and Schniter, Philip},
  journal={arXiv preprint arXiv:2306.01630},
  year={2023}
}

@article{orozco2023amortized,
  title={Amortized Normalizing Flows for Transcranial Ultrasound with Uncertainty Quantification},
  author={Orozco, Rafael and Louboutin, Mathias and Siahkoohi, Ali and Rizzuti, Gabrio and van Leeuwen, Tristan and Herrmann, Felix},
  journal={arXiv preprint arXiv:2303.03478},
  year={2023}
}

@inproceedings{orozco2023adjoint,
  title={Adjoint operators enable fast and amortized machine learning based Bayesian uncertainty quantification},
  author={Orozco, Rafael and Siahkoohi, Ali and Rizzuti, Gabrio and van Leeuwen, Tristan and Herrmann, Felix J},
  booktitle={Medical Imaging 2023: Image Processing},
  volume={12464},
  pages={357--367},
  year={2023},
  organization={SPIE}
}

@article{orozco2023refining,
  title={Refining Amortized Posterior Approximations using Gradient-Based Summary Statistics},
  author={Orozco, Rafael and Siahkoohi, Ali and Louboutin, Mathias and Herrmann, Felix J},
  journal={arXiv preprint arXiv:2305.08733},
  year={2023}
}

@article{jordan1999,
  title={An introduction to variational methods for graphical models},
  author={Jordan, Michael I and Ghahramani, Zoubin and Jaakkola, Tommi S and Saul, Lawrence K},
  journal={Machine learning},
  volume={37},
  pages={183--233},
  year={1999},
  publisher={Springer}
}

@article{radev2022,
	title = {BayesFlow: Learning Complex Stochastic Models With Invertible Neural Networks},
	author = {Radev, Stefan T. and Mertens, Ulf K. and Voss, Andreas and Ardizzone, Lynton and Kothe, Ullrich},
	year = {2022},
	month = {04},
	date = {2022-04},
	journal = {IEEE Transactions on Neural Networks and Learning Systems},
	pages = {1452--1466},
	volume = {33},
	number = {4},
	doi = {10.1109/tnnls.2020.3042395},
	url = {http://dx.doi.org/10.1109/TNNLS.2020.3042395}
}

@article{sava2004wave,
  title={Wave-equation migration velocity analysis. I. Theory},
  author={Sava, Paul and Biondi, Biondo},
  journal={Geophysical Prospecting},
  volume={52},
  number={6},
  pages={593--606},
  year={2004},
  publisher={European Association of Geoscientists \& Engineers}
}

@article{baysal1983reverse,
  title={Reverse time migration},
  author={Baysal, Edip and Kosloff, Dan D and Sherwood, John WC},
  journal={Geophysics},
  volume={48},
  number={11},
  pages={1514--1524},
  year={1983},
  publisher={Society of Exploration Geophysicists}
}
@article{nemeth1999,
	title = {Least{-}squares migration of incomplete reflection data},
	author = {Nemeth, Tamas and Wu, Chengjun and Schuster, Gerard T.},
	year = {1999},
	month = {01},
	date = {1999-01},
	journal = {Geophysics},
	pages = {208--221},
	volume = {64},
	number = {1},
	doi = {10.1190/1.1444517},
	url = {http://dx.doi.org/10.1190/1.1444517},
	langid = {en}
}

@article{schuster1993,
	title = {Least{-}squares cross{-}well migration},
	author = {Schuster, Gerard T.},
	year = {1993},
	month = {01},
	date = {1993-01},
	journal = {SEG Technical Program Expanded Abstracts 1993},
	doi = {10.1190/1.1822308},
	url = {http://dx.doi.org/10.1190/1.1822308}
}

@article{zeng2014,
	title = {Least-squares reverse time migration: Inversion-based imaging toward true reflectivity},
	author = {Zeng, Chong and Dong, Shuqian and Wang, Bin},
	year = {2014},
	month = {09},
	date = {2014-09},
	journal = {The Leading Edge},
	pages = {962--968},
	volume = {33},
	number = {9},
	doi = {10.1190/tle33090962.1},
	url = {http://dx.doi.org/10.1190/tle33090962.1},
	langid = {en}
}

@article{hou2016,
	title = {Accelerating extended least-squares migration with weighted conjugate gradient iteration},
	author = {Hou, Jie and Symes, William W.},
	year = {2016},
	month = {07},
	date = {2016-07},
	journal = {Geophysics},
	pages = {S165--S179},
	volume = {81},
	number = {4},
	doi = {10.1190/geo2015-0499.1},
	url = {http://dx.doi.org/10.1190/geo2015-0499.1},
	langid = {en}
}

@article{tarantola1984,
	title = {Inversion of seismic reflection data in the acoustic approximation},
	author = {Tarantola, Albert},
	year = {1984},
	month = {08},
	date = {1984-08},
	journal = {Geophysics},
	pages = {1259--1266},
	volume = {49},
	number = {8},
	doi = {10.1190/1.1441754},
	url = {http://dx.doi.org/10.1190/1.1441754},
	langid = {en}
}

@inproceedings{liu2013multisource,
  title={Multisource least-squares extended reverse-time migration with preconditioning guided gradient method},
  author={Liu, Yujin and Symes, William W and Li, Zhenchun},
  booktitle={SEG International Exposition and Annual Meeting},
  pages={SEG--2013},
  year={2013},
  organization={SEG}
}
@article{kroode2023,
	title = {An omnidirectional seismic image extension},
	author = {Kroode, Fons ten},
	year = {2023},
	month = {01},
	date = {2023-01-31},
	journal = {Inverse Problems},
	pages = {035003},
	volume = {39},
	number = {3},
	doi = {10.1088/1361-6420/acb285},
	url = {http://dx.doi.org/10.1088/1361-6420/acb285}
}

@article{yang2021,
	title = {Low-rank representation of omnidirectional subsurface extended image volumes},
	author = {Yang, Mengmeng and Graff, Marie and Kumar, Rajiv and Herrmann, Felix J.},
	year = {2021},
	month = {03},
	date = {2021-03-11},
	journal = {Geophysics},
	pages = {S165--S183},
	volume = {86},
	number = {3},
	doi = {10.1190/geo2020-0152.1},
	url = {http://dx.doi.org/10.1190/geo2020-0152.1},
	langid = {en}
}

@article{deng2022openfwi,
  title={OpenFWI: Large-scale Multi-structural Benchmark Datasets for Full Waveform Inversion},
  author={Deng, Chengyuan and Feng, Shihang and Wang, Hanchen and Zhang, Xitong and Jin, Peng and Feng, Yinan and Zeng, Qili and Chen, Yinpeng and Lin, Youzuo},
  journal={Advances in Neural Information Processing Systems},
  volume={35},
  pages={6007--6020},
  year={2022}
}

@inproceedings{e.jones2012,
  title={Building complex synthetic models to evaluate acquisition geometries and velocity inversion technologies},
  author={Jones, CE and Edgar, JA and Selvage, JI and Crook, H},
  booktitle={74th EAGE Conference and Exhibition incorporating EUROPEC 2012},
  pages={cp--293},
  year={2012},
  organization={European Association of Geoscientists \& Engineers}
}

@article{devito-compiler,
  author = {Luporini, Fabio and Louboutin, Mathias and Lange, Michael and Kukreja, Navjot and Witte, Philipp and H\"{u}ckelheim, Jan and Yount, Charles and Kelly, Paul H. J. and Herrmann, Felix J. and Gorman, Gerard J.},
  title = {Architecture and Performance of Devito, a System for Automated Stencil Computation},
  year = {2020},
  issue_date = {March 2020},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  volume = {46},
  number = {1},
  issn = {0098-3500},
  url = {https://doi.org/10.1145/3374916},
  doi = {10.1145/3374916},
  journal = {ACM Trans. Math. Softw.},
  month = {apr},
  articleno = {6},
  numpages = {28},
  keywords = {stencil, domain-specific language, symbolic processing, performance optimization, compiler, structured grid, Finite-difference method}
}

@article{devito-api,
  author = {Louboutin, M. and Lange, M. and Luporini, F. and Kukreja, N. and Witte, P. A. and Herrmann, F. J. and Velesko, P. and Gorman, G. J.},
  title = {Devito (v3.1.0): an embedded domain-specific language for finite differences and geophysical exploration},
  journal = {Geoscientific Model Development},
  volume = {12},
  year = {2019},
  number = {3},
  pages = {1165--1187},
  url = {https://www.geosci-model-dev.net/12/1165/2019/},
  doi = {10.5194/gmd-12-1165-2019}
}

@article{witteJUDI2019,
author = {Philipp A. Witte and Mathias Louboutin and Navjot Kukreja and Fabio Luporini and Michael Lange and Gerard J. Gorman and Felix J. Herrmann},
title = {A large-scale framework for symbolic implementations of seismic inversion algorithms in Julia},
journal = {Geophysics},
volume = {84},
number = {3},
pages = {F57-F71},
year = {2019},
doi = {10.1190/geo2018-0174.1},
URL = {https://doi.org/10.1190/geo2018-0174.1},
eprint = {https://doi.org/10.1190/geo2018-0174.1}
}
@book{louboutin2023,
	title = {slimgroup/ImageGather.jl: v0.2.6},
	author = {Louboutin, Mathias},
	year = {2023},
	month = {06},
	date = {2023-06-02},
	publisher = {Zenodo},
	doi = {10.5281/ZENODO.7997993},
	url = {https://zenodo.org/record/7997993}
}

@article{louboutin2024wave,
  title={Wave-based inversion at scale on graphical processing units with randomized trace estimation},
  author={Louboutin, Mathias and Herrmann, Felix J},
  journal={Geophysical Prospecting},
  volume={72},
  number={2},
  pages={353--366},
  year={2024},
  publisher={European Association of Geoscientists \& Engineers}
}

@article{louboutin2023a,
	title = {Wave{-}based inversion at scale on graphical processing units with randomized trace estimation},
	author = {Louboutin, Mathias and Herrmann, Felix J.},
	year = {2023},
	month = {07},
	date = {2023-07-21},
	journal = {Geophysical Prospecting},
	doi = {10.1111/1365-2478.13405},
	url = {http://dx.doi.org/10.1111/1365-2478.13405},
	langid = {en}
}

@article{kingma2018glow,
  title={Glow: Generative flow with invertible 1x1 convolutions},
  author={Kingma, Durk P and Dhariwal, Prafulla},
  journal={Advances in neural information processing systems},
  volume={31},
  year={2018}
}

@article{zhang2023bayesian,
  title={Bayesian Variational Time-lapse Full-waveform Inversion},
  author={Zhang, Xin and Curtis, Andrew},
  journal={arXiv preprint arXiv:2308.08805},
  year={2023}
}

@article{strutz2023variational,
  title={Variational Bayesian experimental design for geophysical applications},
  author={Strutz, Dominik and Curtis, Andrew},
  journal={arXiv preprint arXiv:2307.01039},
  year={2023}
}

@article{zhang20233,
  title={3-D Bayesian variational full waveform inversion},
  author={Zhang, Xin and Lomas, Angus and Zhou, Muhong and Zheng, York and Curtis, Andrew},
  journal={Geophysical Journal International},
  volume={234},
  number={1},
  pages={546--561},
  year={2023},
  publisher={Oxford University Press}
}

@incollection{zhang2021introduction,
  title={An introduction to variational inference in geophysical inverse problems},
  author={Zhang, Xin and Nawaz, Muhammad Atif and Zhao, Xuebin and Curtis, Andrew},
  booktitle={Advances in Geophysics},
  volume={62},
  pages={73--140},
  year={2021},
  publisher={Elsevier}
}

@inproceedings{ren2021seismic,
  title={Seismic velocity inversion and uncertainty quantification using conditional normalizing flows},
  author={Ren, Yuxiao and Witte, Philipp A and Siahkoohi, Ali and Louboutin, Mathias and Yin, Ziyi and Herrmann, Felix J},
  booktitle={AGU Fall Meeting 2021},
  year={2021},
  organization={AGU}
}

@article{louboutin2023learned,
  title={Learned multiphysics inversion with differentiable programming and machine learning},
  author={Louboutin, Mathias and Yin, Ziyi and Orozco, Rafael and Grady, Thomas J and Siahkoohi, Ali and Rizzuti, Gabrio and Witte, Philipp A and M{\o}yner, Olav and Gorman, Gerard J and Herrmann, Felix J},
  journal={The Leading Edge},
  volume={42},
  number={7},
  pages={474--486},
  year={2023},
  publisher={Society of Exploration Geophysicists}
}

@inproceedings{kruse2021hint,
  title={HINT: Hierarchical invertible neural transport for density estimation and Bayesian inference},
  author={Kruse, Jakob and Detommaso, Gianluca and K{\"o}the, Ullrich and Scheichl, Robert},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={35},
  number={9},
  pages={8191--8199},
  year={2021}
}

@inproceedings{rezende2015variational,
  title={Variational inference with normalizing flows},
  author={Rezende, Danilo and Mohamed, Shakir},
  booktitle={International conference on machine learning},
  pages={1530--1538},
  year={2015},
  organization={PMLR}
}

@inproceedings{marino2018iterative,
  title={Iterative amortized inference},
  author={Marino, Joe and Yue, Yisong and Mandt, Stephan},
  booktitle={International Conference on Machine Learning},
  pages={3403--3412},
  year={2018},
  organization={PMLR}
}

@inproceedings{siahkoohi2022velocity,
  title={Velocity continuation with Fourier neural operators for accelerated uncertainty quantification},
  author={Siahkoohi, Ali and Louboutin, Mathias and Herrmann, Felix J},
  booktitle={SEG International Exposition and Annual Meeting},
  pages={D011S092R004},
  year={2022},
  organization={SEG}
}

@conference {orozco2023IMAGEabf,
	title = {Amortized Bayesian Full Waveform Inversion and Experimental Design with Normalizing Flows},
	booktitle = {International Meeting for Applied Geoscience and Energy},
	year = {2023},
	note = {(IMAGE, Houston)},
	month = {08},
	abstract = {Probabilistic approaches to Full-Waveform Inversion (FWI), such as Bayesian ones, traditionally require expensive computations involving many wave-equation solves. To reduce the computational burden at test time, we propose to amortize the computational cost with offline training. After training, we aim to efficiently generate probabilistic FWI solutions with uncertainty. This aim is achieved by exploiting the ability of networks (i.e Normalizing Flows) to learn distributions, such as the Bayesian posterior. The posterior uncertainty is used during training to optimize the receiver sampling.},
	keywords = {bayesian, experimental design, FWI, Normalizing flows, SEG, Uncertainty quantification},
	url = {https://slimgroup.github.io/IMAGE2023/BayesianFWI/abstract.html},
	presentation = {https://slim.gatech.edu/Publications/Public/Conferences/SEG/2023/orozco2023IMAGEabf},
	author = {Rafael Orozco and Mathias Louboutin and Felix J. Herrmann}
}

@article{herrmann2010randomized,
  title={Randomized sampling and sparsity: Getting more information from fewer samples},
  author={Herrmann, Felix J},
  journal={Geophysics},
  volume={75},
  number={6},
  pages={WB173--WB187},
  year={2010},
  publisher={Society of Exploration Geophysicists}
}

@article{gahlot2023inference,
  title={{Inference of CO2 flow patterns--a feasibility study}},
  author={Gahlot, Abhinav Prakash and Erdinc, Huseyin Tuna and Orozco, Rafael and Yin, Ziyi and Herrmann, Felix J},
  journal={NeurIPS 2023 Workshop - Tackling Climate Change with Machine Learning},
  year={2023}
}

@article{herrmann2023president,
  title={President's Page: Digital twins in the era of generative {AI}},
  author={Herrmann, Felix J},
  journal={The Leading Edge},
  volume={42},
  number={11},
  pages={730--732},
  year={2023},
  publisher={Society of Exploration Geophysicists}
}

@article{virieux2009overview,
  title={An overview of full-waveform inversion in exploration geophysics},
  author={Virieux, Jean and Operto, St{\'e}phane},
  journal={Geophysics},
  volume={74},
  number={6},
  pages={WCC1--WCC26},
  year={2009},
  publisher={Society of Exploration Geophysicists}
}

@article{winkler2019learning,
  title={Learning likelihoods with conditional normalizing flows},
  author={Winkler, Christina and Worrall, Daniel and Hoogeboom, Emiel and Welling, Max},
  journal={arXiv preprint arXiv:1912.00042},
  year={2019}
}

@article{fomel2003time,
  title={Time-migration velocity analysis by velocity continuation},
  author={Fomel, Sergey},
  journal={Geophysics},
  volume={68},
  number={5},
  pages={1662--1672},
  year={2003},
  publisher={Society of Exploration Geophysicists}
}

@article{alsing2018generalized,
 title={Generalized massive optimal data compression},
 author={Alsing, Justin and Wandelt, Benjamin},
 journal={Monthly Notices of the Royal Astronomical Society: Letters},
 volume={476},
 number={1},
 pages={L60--L64},
 year={2018},
 publisher={Oxford University Press}
}

@software{judi,
  author    = {Mathias Louboutin and
               Philipp Witte and
               Ziyi Yin and
               Henryk Modzelewski and
               Kerim and
               Carlos da Costa and
               Peterson Nogueira},
  title     = {slimgroup/JUDI.jl: v3.2.3},
  month     = mar,
  year      = 2023,
  publisher = {Zenodo},
  version   = {v3.2.3},
  doi       = {10.5281/zenodo.7785440},
  url       = {https://doi.org/10.5281/zenodo.7785440}
}

@article{ramesh2022hierarchical,
  title={Hierarchical text-conditional image generation with clip latents},
  author={Ramesh, Aditya and Dhariwal, Prafulla and Nichol, Alex and Chu, Casey and Chen, Mark},
  journal={arXiv preprint arXiv:2204.06125},
  volume={1},
  number={2},
  pages={3},
  year={2022}
}

@article{ely2018assessing,
  title={Assessing uncertainties in velocity models and images with a fast nonlinear uncertainty quantification method},
  author={Ely, Gregory and Malcolm, Alison and Poliannikov, Oleg V},
  journal={Geophysics},
  volume={83},
  number={2},
  pages={R63--R75},
  year={2018},
  publisher={Society of Exploration Geophysicists}
}

@article{kotsi2020uncertainty,
  title={Uncertainty quantification in time-lapse seismic imaging: A full-waveform approach},
  author={Kotsi, M and Malcolm, A and Ely, G},
  journal={Geophysical Journal International},
  volume={222},
  number={2},
  pages={1245--1263},
  year={2020},
  publisher={Oxford University Press}
}

@article{poliannikov2016effect,
  title={The effect of velocity uncertainty on migrated reflectors: Improvements from relative-depth imaging},
  author={Poliannikov, Oleg V and Malcolm, Alison E},
  journal={Geophysics},
  volume={81},
  number={1},
  pages={S21--S29},
  year={2016},
  publisher={Society of Exploration Geophysicists}
}

@article{jin2023does,
  title={Does Full Waveform Inversion Benefit from Big Data?},
  author={Jin, Peng and Feng, Yinan and Feng, Shihang and Wang, Hanchen and Chen, Yinpeng and Consolvo, Benjamin and Liu, Zicheng and Lin, Youzuo},
  journal={arXiv preprint arXiv:2307.15388},
  year={2023}
}

@article{jin2021unsupervised,
  title={Unsupervised learning of full-waveform inversion: Connecting CNN and partial differential equation in a loop},
  author={Jin, Peng and Zhang, Xitong and Chen, Yinpeng and Huang, Sharon Xiaolei and Liu, Zicheng and Lin, Youzuo},
  journal={arXiv preprint arXiv:2110.07584},
  year={2021}
}

@article{yu2021deep,
  title={Deep learning for geophysics: Current and future trends},
  author={Yu, Siwei and Ma, Jianwei},
  journal={Reviews of Geophysics},
  volume={59},
  number={3},
  pages={e2021RG000742},
  year={2021},
  publisher={Wiley Online Library}
}

@article{hale2006efficient,
  title={An efficient method for computing local cross-correlations of multi-dimensional signals},
  author={Hale, Dave},
  journal={CWP Report},
  volume={656},
  pages={282},
  year={2006}
}

@article{wu2018least,
  title={Least-squares horizons with local slopes and multigrid correlations},
  author={Wu, Xinming and Fomel, Sergey},
  journal={Geophysics},
  volume={83},
  number={4},
  pages={IM29--IM40},
  year={2018},
  publisher={Society of Exploration Geophysicists}
}

@article{kaur2023deep,
  title={Deep-learning-based 3D fault detection for carbon capture and storage},
  author={Kaur, Harpreet and Zhang, Qie and Witte, Philipp and Liang, Luming and Wu, Long and Fomel, Sergey},
  journal={Geophysics},
  volume={88},
  number={4},
  pages={IM101--IM112},
  year={2023},
  publisher={Society of Exploration Geophysicists}
}

@article{hennenfent2008simply,
  title={Simply denoise: Wavefield reconstruction via jittered undersampling},
  author={Hennenfent, Gilles and Herrmann, Felix J},
  journal={Geophysics},
  volume={73},
  number={3},
  pages={V19--V28},
  year={2008},
  publisher={Society of Exploration Geophysicists}
}

@inproceedings{wason2013ocean,
  title={Ocean bottom seismic acquisition via jittered sampling},
  author={Wason, Haneet and Herrmann, Felix J},
  booktitle={75th EAGE Conference \& Exhibition incorporating SPE EUROPEC 2013},
  pages={cp--348},
  year={2013},
  organization={European Association of Geoscientists \& Engineers}
}

@article{kumar2015source,
  title={Source separation for simultaneous towed-streamer marine acquisition—A compressed sensing approach},
  author={Kumar, Rajiv and Wason, Haneet and Herrmann, Felix J},
  journal={Geophysics},
  volume={80},
  number={6},
  pages={WD73--WD88},
  year={2015},
  publisher={Society of Exploration Geophysicists}
}

@inproceedings{yin2021compressive,
  title={Compressive time-lapse seismic monitoring of carbon storage and sequestration with the joint recovery model},
  author={Yin, Ziyi and Louboutin, Mathias and Herrmann, Felix J},
  booktitle={SEG International Exposition and Annual Meeting},
  pages={D011S145R001},
  year={2021},
  organization={SEG}
}

@article{yin2023derisking,
  title={Derisking geologic carbon storage from high-resolution time-lapse seismic to explainable leakage detection},
  author={Yin, Ziyi and Erdinc, Huseyin Tuna and Gahlot, Abhinav Prakash and Louboutin, Mathias and Herrmann, Felix J},
  journal={The Leading Edge},
  volume={42},
  number={1},
  pages={69--76},
  year={2023},
  publisher={Society of Exploration Geophysicists}
}

@article{oghenekohwo2017low,
  title={Low-cost time-lapse seismic with distributed compressive sensing—Part 1: Exploiting common information among the vintages},
  author={Oghenekohwo, Felix and Wason, Haneet and Esser, Ernie and Herrmann, Felix J},
  journal={Geophysics},
  volume={82},
  number={3},
  pages={P1--P13},
  year={2017},
  publisher={Society of Exploration Geophysicists}
}

@article{wason2017low,
  title={Low-cost time-lapse seismic with distributed compressive sensing—Part 2: Impact on repeatability},
  author={Wason, Haneet and Oghenekohwo, Felix and Herrmann, Felix J},
  journal={Geophysics},
  volume={82},
  number={3},
  pages={P15--P30},
  year={2017},
  publisher={Society of Exploration Geophysicists}
}

@inproceedings{schmitt2021detecting,
  title={Detecting model misspecification in amortized bayesian inference with neural networks},
  author={Schmitt, Marvin and B{\"u}rkner, Paul-Christian and K{\"o}the, Ullrich and Radev, Stefan T},
  booktitle={DAGM German Conference on Pattern Recognition},
  pages={541--557},
  year={2023},
  organization={Springer}
}

@article{radev2023jana,
  title={JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models},
  author={Radev, Stefan T and Schmitt, Marvin and Pratz, Valentin and Picchini, Umberto and K{\"o}the, Ullrich and B{\"u}rkner, Paul-Christian},
  journal={arXiv preprint arXiv:2302.09125},
  year={2023}
}

@article{orozco2023invertiblenetworks,
  title={InvertibleNetworks. jl: A Julia package for scalable normalizing flows},
  author={Orozco, Rafael and Witte, Philipp and Louboutin, Mathias and Siahkoohi, Ali and Rizzuti, Gabrio and Peters, Bas and Herrmann, Felix J},
  journal={arXiv preprint arXiv:2312.13480},
  year={2023}
}

@article{yao2023neural,
  title={Neural networks as a tool for domain translation of geophysical data},
  author={Yao, Jiashun and Guasch, Lluis and Warner, Michael},
  journal={Geophysics},
  volume={88},
  number={3},
  pages={V267--V275},
  year={2023},
  publisher={Society of Exploration Geophysicists}
}

@article{siahkoohi2019importance,
  title={The importance of transfer learning in seismic modeling and imaging},
  author={Siahkoohi, Ali and Louboutin, Mathias and Herrmann, Felix J},
  journal={Geophysics},
  volume={84},
  number={6},
  pages={A47--A52},
  year={2019},
  publisher={Society of Exploration Geophysicists}
}

@article{bunks1995multiscale,
  title={Multiscale seismic waveform inversion},
  author={Bunks, Carey and Saleck, Fatimetou M and Zaleski, S and Chavent, G},
  journal={Geophysics},
  volume={60},
  number={5},
  pages={1457--1473},
  year={1995},
  publisher={Society of Exploration Geophysicists}
}

@article{kingma2018glow,
  title={Glow: Generative flow with invertible 1x1 convolutions},
  author={Kingma, Durk P and Dhariwal, Prafulla},
  journal={Advances in neural information processing systems},
  volume={31},
  year={2018}
}

@article{orozco2024probabilistic,
  title={Probabilistic Bayesian optimal experimental design using conditional normalizing flows},
  author={Orozco, Rafael and Herrmann, Felix J and Chen, Peng},
  journal={arXiv preprint arXiv:2402.18337},
  year={2024}
}

@article{witte2019compressive,
  title={Compressive least-squares migration with on-the-fly Fourier transforms},
  author={Witte, Philipp A and Louboutin, Mathias and Luporini, Fabio and Gorman, Gerard J and Herrmann, Felix J},
  journal={Geophysics},
  volume={84},
  number={5},
  pages={R655--R672},
  year={2019},
  publisher={Society of Exploration Geophysicists}
}

@inproceedings{wason2013time,
  title={Time-jittered ocean bottom seismic acquisition},
  author={Wason, Haneet and Herrmann, Felix J},
  booktitle={SEG International Exposition and Annual Meeting},
  pages={SEG--2013},
  year={2013},
  organization={SEG}
}

@inproceedings{rezende2014stochastic,
  title={Stochastic backpropagation and approximate inference in deep generative models},
  author={Rezende, Danilo Jimenez and Mohamed, Shakir and Wierstra, Daan},
  booktitle={International conference on machine learning},
  pages={1278--1286},
  year={2014},
  organization={PMLR}
}

@article{kingma2013auto,
  title={Auto-encoding variational bayes},
  author={Kingma, Diederik P and Welling, Max},
  journal={arXiv preprint arXiv:1312.6114},
  year={2013}
}

@article{goodfellow2014generative,
  title={Generative adversarial nets},
  author={Goodfellow, Ian and Pouget-Abadie, Jean and Mirza, Mehdi and Xu, Bing and Warde-Farley, David and Ozair, Sherjil and Courville, Aaron and Bengio, Yoshua},
  journal={Advances in neural information processing systems},
  volume={27},
  year={2014}
}

@article{baldassari2023conditional,
  title={Conditional score-based diffusion models for Bayesian inference in infinite dimensions},
  author={Baldassari, Lorenzo and Siahkoohi, Ali and Garnier, Josselin and Solna, Knut and de Hoop, Maarten V},
  journal={Advances in Neural Information Processing Systems},
  volume={36},
  year={2024}
}