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Philipp A. Witte
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2020 – today
- 2024
- [j5]Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Bas Peters, Felix J. Herrmann:
InvertibleNetworks.jl: A Julia package for scalable normalizing flows. J. Open Source Softw. 9(99): 6554 (2024) - 2023
- [j4]Thomas J. Grady II, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A. Witte, Ranveer Chandra, Russell J. Hewett, Felix J. Herrmann:
Model-parallel Fourier neural operators as learned surrogates for large-scale parametric PDEs. Comput. Geosci. 178: 105402 (2023) - [i14]Mathias Louboutin, Ziyi Yin, Rafael Orozco, Thomas J. Grady II, Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Olav Møyner, Gerard J. Gorman, Felix J. Herrmann:
Learned multiphysics inversion with differentiable programming and machine learning. CoRR abs/2304.05592 (2023) - [i13]Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Bas Peters, Felix J. Herrmann:
InvertibleNetworks.jl: A Julia package for scalable normalizing flows. CoRR abs/2312.13480 (2023) - 2022
- [i12]Mathias Louboutin, Philipp A. Witte, Ali Siahkoohi, Gabrio Rizzuti, Ziyi Yin, Rafael Orozco, Felix J. Herrmann:
Accelerating innovation with software abstractions for scalable computational geophysics. CoRR abs/2203.15038 (2022) - [i11]Thomas J. Grady II, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A. Witte, Ranveer Chandra, Russell J. Hewett, Felix J. Herrmann:
Towards Large-Scale Learned Solvers for Parametric PDEs with Model-Parallel Fourier Neural Operators. CoRR abs/2204.01205 (2022) - [i10]Philipp A. Witte, Russell J. Hewett, Kumar Saurabh, Amir Hossein Sojoodi, Ranveer Chandra:
SciAI4Industry - Solving PDEs for industry-scale problems with deep learning. CoRR abs/2211.12709 (2022) - 2021
- [i9]Ali Siahkoohi, Gabrio Rizzuti, Mathias Louboutin, Philipp A. Witte, Felix J. Herrmann:
Preconditioned training of normalizing flows for variational inference in inverse problems. CoRR abs/2101.03709 (2021) - 2020
- [b1]Philipp A. Witte:
Software and Algorithms for Large-Scale Seismic Inverse Problems. Georgia Institute of Technology, Atlanta, GA, USA, 2020 - [j3]Fabio Luporini, Mathias Louboutin, Michael Lange, Navjot Kukreja, Philipp A. Witte, Jan Hückelheim, Charles Yount, Paul H. J. Kelly, Felix J. Herrmann, Gerard J. Gorman:
Architecture and Performance of Devito, a System for Automated Stencil Computation. ACM Trans. Math. Softw. 46(1): 6:1-6:28 (2020) - [j2]Philipp A. Witte, Mathias Louboutin, Henryk Modzelewski, Charles Jones, James Selvage, Felix J. Herrmann:
An Event-Driven Approach to Serverless Seismic Imaging in the Cloud. IEEE Trans. Parallel Distributed Syst. 31(9): 2032-2049 (2020) - [j1]E. P. Punt, Stan C. M. Geertman, A. E. Afrooz, Philipp A. Witte, Christopher James Pettit:
Life is a scene and we are the actors: Assessing the usefulness of planning support theatres for smart city planning. Comput. Environ. Urban Syst. 82: 101485 (2020) - [i8]Ziyi Yin, Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Gabrio Rizzuti, Felix J. Herrmann:
Extended source imaging, a unifying framework for seismic & medical imaging. CoRR abs/2004.07389 (2020) - [i7]Gabrio Rizzuti, Ali Siahkoohi, Philipp A. Witte, Felix J. Herrmann:
Parameterizing uncertainty by deep invertible networks, an application to reservoir characterization. CoRR abs/2004.07871 (2020) - [i6]Mathias Louboutin, Fabio Luporini, Philipp A. Witte, Rhodri Nelson, George Bisbas, Jan Thorbecke, Felix J. Herrmann, Gerard Gorman:
Scaling through abstractions - high-performance vectorial wave simulations for seismic inversion with Devito. CoRR abs/2004.10519 (2020) - [i5]Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Felix J. Herrmann:
Faster Uncertainty Quantification for Inverse Problems with Conditional Normalizing Flows. CoRR abs/2007.07985 (2020)
2010 – 2019
- 2019
- [i4]Philipp A. Witte, Mathias Louboutin, Henryk Modzelewski, Charles Jones, James Selvage, Felix J. Herrmann:
An Event-Driven Approach to Serverless Seismic Imaging in the Cloud. CoRR abs/1909.01279 (2019) - [i3]Philipp A. Witte, Mathias Louboutin, Charles Jones, Felix J. Herrmann:
Serverless seismic imaging in the cloud. CoRR abs/1911.12447 (2019) - 2018
- [i2]Fabio Luporini, Michael Lange, Mathias Louboutin, Navjot Kukreja, Jan Hückelheim, Charles Yount, Philipp A. Witte, Paul H. J. Kelly, Gerard J. Gorman, Felix J. Herrmann:
Architecture and performance of Devito, a system for automated stencil computation. CoRR abs/1807.03032 (2018) - [i1]Mathias Louboutin, Michael Lange, Fabio Luporini, Navjot Kukreja, Philipp A. Witte, Felix J. Herrmann, Paulius Velesko, Gerard J. Gorman:
Devito: an embedded domain-specific language for finite differences and geophysical exploration. CoRR abs/1808.01995 (2018)
Coauthor Index
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