@article{louboutin2023lmi,
  author  = {Louboutin, Mathias and Yin, Ziyi and Orozco, Rafael and Grady II, 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.},
  title   = {Learned multiphysics inversion with differentiable programming and machine learning},
  journal = {The Leading Edge},
  volume  = {42},
  number  = {7},
  pages   = {474--486},
  year    = {2023},
  doi     = {10.1190/tle42070474.1},
  url     = {https://doi.org/10.1190/tle42070474.1}
}

@article{donoho2024singularity,
  author  = {Donoho, David},
  title   = {Data Science at the Singularity},
  journal = {Harvard Data Science Review},
  volume  = {6},
  number  = {1},
  year    = {2024},
  doi     = {10.1162/99608f92.b91339ef}
}

@article{devito-api,
  author  = {Louboutin, Mathias and Lange, Michael and Luporini, Fabio and Kukreja, Navjot and Witte, Philipp A. and Herrmann, Felix J. and Velesko, Paulius and Gorman, Gerard J.},
  title   = {Devito (v3.1.0): an embedded domain-specific language for finite differences and geophysical exploration},
  journal = {Geoscientific Model Development},
  volume  = {12},
  number  = {3},
  pages   = {1165--1187},
  year    = {2019},
  doi     = {10.5194/gmd-12-1165-2019}
}

@article{devito-compiler,
  author  = {Luporini, Fabio and Louboutin, Mathias and Lange, Michael and Kukreja, Navjot and Witte, Philipp A. 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},
  journal = {ACM Transactions on Mathematical Software},
  volume  = {46},
  number  = {1},
  pages   = {1--28},
  year    = {2020},
  doi     = {10.1145/3374916}
}

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

@article{witte2019compressive,
  author  = {Witte, Philipp A. and Louboutin, Mathias and Kukreja, Navjot and Luporini, Fabio and Lange, Michael and Gorman, Gerard J. and Herrmann, Felix J.},
  title   = {A large-scale framework for symbolic implementations of seismic inversion algorithms in {J}ulia},
  journal = {Geophysics},
  volume  = {84},
  number  = {3},
  pages   = {F57--F71},
  year    = {2019},
  doi     = {10.1190/geo2018-0174.1}
}

@software{jutul,
  author    = {M{\o}yner, Olav and Johnsrud, Martin and Nilsen, Halvor M{\o}ll and Raynaud, Xavier and Lye, Kjetil Olsen and Yin, Ziyi},
  title     = {sintefmath/Jutul.jl},
  year      = 2023,
  publisher = {Zenodo},
  doi       = {10.5281/zenodo.7775759},
  url       = {https://github.com/sintefmath/Jutul.jl}
}

@software{jutuldarcy,
  author    = {M{\o}yner, Olav and Bruer, Grant},
  title     = {sintefmath/JutulDarcy.jl},
  year      = 2023,
  publisher = {Zenodo},
  doi       = {10.5281/zenodo.7775738},
  url       = {https://github.com/sintefmath/JutulDarcy.jl}
}

@software{jutuldarcyrules,
  author    = {Yin, Ziyi and Louboutin, Mathias},
  title     = {slimgroup/JutulDarcyRules.jl},
  year      = 2023,
  publisher = {Zenodo},
  doi       = {10.5281/zenodo.7762154},
  url       = {https://github.com/slimgroup/JutulDarcyRules.jl}
}

@software{invertiblenetworks,
  author    = {Witte, Philipp A. and Louboutin, Mathias and Orozco, Rafael and Rizzuti, Gabrio and Siahkoohi, Ali and Herrmann, Felix J. and Peters, Bas and Haraldsson, P{\'a}ll and Yin, Ziyi},
  title     = {slimgroup/InvertibleNetworks.jl: A Julia package for scalable normalizing flows},
  year      = 2023,
  publisher = {Zenodo},
  doi       = {10.5281/zenodo.7693048},
  url       = {https://github.com/slimgroup/InvertibleNetworks.jl}
}

@article{orozco2024invertiblenetworks,
  author  = {Orozco, Rafael and Witte, Philipp A. and Louboutin, Mathias and Siahkoohi, Ali and Rizzuti, Gabrio and Peters, Bas and Herrmann, Felix J.},
  title   = {{InvertibleNetworks.jl}: A {J}ulia package for scalable normalizing flows},
  journal = {Journal of Open Source Software},
  volume  = {9},
  number  = {99},
  pages   = {6554},
  year    = {2024},
  doi     = {10.21105/joss.06554}
}

@software{joli,
  author    = {Modzelewski, Henryk and Louboutin, Mathias and Yin, Ziyi and Karrasch, Daniel and Orozco, Rafael},
  title     = {slimgroup/JOLI.jl},
  year      = 2023,
  publisher = {Zenodo},
  doi       = {10.5281/zenodo.7752660},
  url       = {https://github.com/slimgroup/JOLI.jl}
}

@software{dfno_sw,
  author    = {Grady, Thomas J. and Louboutin, Mathias},
  title     = {slimgroup/dfno},
  year      = 2022,
  publisher = {Zenodo},
  doi       = {10.5281/zenodo.6981516},
  url       = {https://github.com/slimgroup/dfno}
}

@article{grady2023modelparallel,
  author  = {Grady II, Thomas J. and Khan, Rishi and Louboutin, Mathias and Yin, Ziyi and Witte, Philipp A. and Chandra, Ranveer and Hewett, Russell J. and Herrmann, Felix J.},
  title   = {Model-parallel {F}ourier neural operators as learned surrogates for large-scale parametric {PDE}s},
  journal = {Computers \& Geosciences},
  volume  = {178},
  pages   = {105402},
  year    = {2023},
  doi     = {10.1016/j.cageo.2023.105402}
}

@misc{li2020fourier,
  author        = {Li, Zongyi and Kovachki, Nikola and Azizzadenesheli, Kamyar and Liu, Burigede and Bhattacharya, Kaushik and Stuart, Andrew and Anandkumar, Anima},
  title         = {Fourier Neural Operator for Parametric Partial Differential Equations},
  year          = {2020},
  eprint        = {2010.08895},
  archiveprefix = {arXiv},
  doi           = {10.48550/arXiv.2010.08895}
}

@article{wen2022ufno,
  author  = {Wen, Gege and Li, Zongyi and Azizzadenesheli, Kamyar and Anandkumar, Anima and Benson, Sally M.},
  title   = {{U-FNO}---An enhanced {F}ourier neural operator-based deep-learning model for multiphase flow},
  journal = {Advances in Water Resources},
  volume  = {163},
  pages   = {104180},
  year    = {2022},
  doi     = {10.1016/j.advwatres.2022.104180}
}

@inproceedings{dinh2017realnvp,
  author    = {Dinh, Laurent and Sohl-Dickstein, Jascha and Bengio, Samy},
  title     = {Density Estimation using {R}eal {NVP}},
  booktitle = {International Conference on Learning Representations},
  year      = {2017},
  url       = {https://openreview.net/forum?id=HkpbnH9lx}
}

@inproceedings{rezende2015nf,
  author    = {Rezende, Danilo and Mohamed, Shakir},
  title     = {Variational Inference with Normalizing Flows},
  booktitle = {Proceedings of the 32nd International Conference on Machine Learning},
  year      = {2015},
  pages     = {1530--1538},
  url       = {https://proceedings.mlr.press/v37/rezende15.html}
}

@inproceedings{kingma2018glow,
  author    = {Kingma, Durk P. and Dhariwal, Prafulla},
  title     = {Glow: Generative Flow with Invertible 1x1 Convolutions},
  booktitle = {Advances in Neural Information Processing Systems},
  volume    = {31},
  year      = {2018}
}

@article{innes2019differentiable,
  author  = {Innes, Mike and Edelman, Alan and Fischer, Keno and Rackauckas, Christopher and Saba, Elliot and Shah, Viral B. and Tebbutt, Will},
  title   = {A Differentiable Programming System to Bridge Machine Learning and Scientific Computing},
  journal = {arXiv preprint arXiv:1907.07587},
  year    = {2019},
  doi     = {10.48550/arXiv.1907.07587}
}

@article{innes2018zygote,
  author  = {Innes, Michael},
  title   = {Don't Unroll Adjoint: Differentiating {SSA}-Form Programs},
  journal = {arXiv preprint arXiv:1810.07951},
  year    = {2018},
  doi     = {10.48550/arXiv.1810.07951}
}

@software{chainrules,
  author    = {White, Frames Catherine and Abbott, Michael and Zgubic, Miha and Schaub, Simeon and Robinson, Nick and Revels, Jarrett and Arakaki, Takafumi and Bradbury, James and Schmitz, Niklas and Heim, Niklas and Karrasch, Daniel and Lucibello, Carlo and Garcia, Pablo Vertel and Ge, Hong and Robson, Alex and Christie, Owen and Ma, Yingbo and Pakman, Ari and Doris, Aaron and Heeren, Frank},
  title     = {{JuliaDiff/ChainRules.jl}},
  year      = {2023},
  publisher = {Zenodo},
  doi       = {10.5281/zenodo.7628788},
  url       = {https://github.com/JuliaDiff/ChainRules.jl}
}

@article{bezanson2017julia,
  author  = {Bezanson, Jeff and Edelman, Alan and Karpinski, Stefan and Shah, Viral B.},
  title   = {Julia: A fresh approach to numerical computing},
  journal = {SIAM Review},
  volume  = {59},
  number  = {1},
  pages   = {65--98},
  year    = {2017},
  doi     = {10.1137/141000671}
}

@inproceedings{jones2012compass,
  author       = {Jones, C. E. and Edgar, J. A. and Selvage, J. I. and Crook, H.},
  title        = {Building complex synthetic models to evaluate acquisition geometries and velocity inversion technologies},
  booktitle    = {74th EAGE Conference and Exhibition incorporating EUROPEC 2012},
  pages        = {cp--293},
  year         = {2012},
  organization = {EAGE},
  doi          = {10.3997/2214-4609.20148575}
}

@conference{yin2023e2e,
  author    = {Yin, Ziyi and Orozco, Rafael and Louboutin, Mathias and Herrmann, Felix J.},
  title     = {Solving multiphysics-based inverse problems with learned surrogates and constraints},
  booktitle = {Advanced Modeling and Simulation in Engineering Sciences},
  volume    = {10},
  number    = {14},
  year      = {2023},
  doi       = {10.1186/s40323-023-00252-0}
}

@article{yin2024wise,
  author  = {Yin, Ziyi and Orozco, Rafael and Louboutin, Mathias and Herrmann, Felix J.},
  title   = {{WISE}: Full-waveform variational inference via subsurface extensions},
  journal = {Geophysics},
  volume  = {89},
  number  = {4},
  pages   = {A23--A28},
  year    = {2024},
  doi     = {10.1190/geo2023-0744.1},
  url     = {https://doi.org/10.1190/geo2023-0744.1}
}

@software{wisejl,
  author    = {Yin, Ziyi and Orozco, Rafael and Louboutin, Mathias and Herrmann, Felix J.},
  title     = {slimgroup/WISE.jl},
  year      = 2024,
  publisher = {Zenodo},
  url       = {https://github.com/slimgroup/WISE.jl}
}

@misc{erdinc2026sage,
  author       = {Erdinc, Huseyin Tuna and Bhar, Ipsita and Orozco, Rafael and Louboutin, Mathias and Herrmann, Felix J.},
  title        = {{SAGE}: {S}ubsurface {AI}-driven {G}eostatistical {E}xtraction of proxy posteriors},
  year         = {2026},
  howpublished = {SLIM, Georgia Institute of Technology},
  url          = {https://slim.gatech.edu/content/sage-subsurface-ai-driven-geostatistical-extraction-proxy-posterior}
}

@misc{bhar2026openseisml,
  author       = {Bhar, Ipsita and Erdinc, Huseyin Tuna and Souza, Thales and Jones, Charles and Herrmann, Felix J.},
  title        = {{OpenSeisML}: Open large-scale real seismic and well-log dataset for generative {AI}},
  year         = {2026},
  howpublished = {IMAGE 2026 expanded abstract (submitted)},
  url          = {https://slim.gatech.edu/Publications/Public/Submitted/2026/}
}

@book{ringrose2020store,
  author    = {Ringrose, Philip},
  title     = {How to Store {CO\textsubscript{2}} Underground: Insights from early-mover {CCS} Projects},
  publisher = {Springer},
  year      = {2020},
  doi       = {10.1007/978-3-030-33113-9}
}