Philipp A. Witte

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 18

Top Topics

Medical Imaging

Inverse Problems

Image Reconstruction

Top Venues

Comput. Environ. Urban Syst.

ACM Trans. Math. Softw.

Comput. Geosci.

Publications

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 (2023)
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 (2023)
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 (2023)
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 (2022)
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 (2022)
Philipp A. Witte, Russell J. Hewett, Kumar Saurabh, AmirHossein Sojoodi, Ranveer Chandra
SciAI4Industry - Solving PDEs for industry-scale problems with deep learning. CoRR (2022)
Ali Siahkoohi, Gabrio Rizzuti, Mathias Louboutin, Philipp A. Witte, Felix J. Herrmann
Preconditioned training of normalizing flows for variational inference in inverse problems. CoRR (2021)
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) (2020)
Gabrio Rizzuti, Ali Siahkoohi, Philipp A. Witte, Felix J. Herrmann
Parameterizing uncertainty by deep invertible networks, an application to reservoir characterization. CoRR (2020)
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 (2020)
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 (2020)
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) (2020)
Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Felix J. Herrmann
Faster Uncertainty Quantification for Inverse Problems with Conditional Normalizing Flows. CoRR (2020)
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 (2020)
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 (2019)
Philipp A. Witte, Mathias Louboutin, Charles Jones, Felix J. Herrmann
Serverless seismic imaging in the cloud. CoRR (2019)
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 (2018)
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 (2018)