Philipp A. Witte

According to our database, Philipp A. Witte authored at least 17 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

InvertibleNetworks.jl: A Julia package for scalable normalizing flows.

Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Bas Peters, Felix J. Herrmann

J. Open Source Softw., 2024

2023

Model-parallel Fourier neural operators as learned surrogates for large-scale parametric PDEs.

Thomas J. Grady II, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A. Witte, Ranveer Chandra, Russell J. Hewett, Felix J. Herrmann

Comput. Geosci., September, 2023

Learned multiphysics inversion with differentiable programming and machine learning.

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

CoRR, 2023

2022

SciAI4Industry - Solving PDEs for industry-scale problems with deep learning.

Philipp A. Witte, Russell J. Hewett, Kumar Saurabh, Amir Hossein Sojoodi, Ranveer Chandra

CoRR, 2022

Towards Large-Scale Learned Solvers for Parametric PDEs with Model-Parallel Fourier Neural Operators.

Thomas J. Grady II, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A. Witte, Ranveer Chandra, Russell J. Hewett, Felix J. Herrmann

CoRR, 2022

Accelerating innovation with software abstractions for scalable computational geophysics.

Mathias Louboutin, Philipp A. Witte, Ali Siahkoohi, Gabrio Rizzuti, Ziyi Yin, Rafael Orozco, Felix J. Herrmann

CoRR, 2022

2021

Preconditioned training of normalizing flows for variational inference in inverse problems.

Ali Siahkoohi, Gabrio Rizzuti, Mathias Louboutin, Philipp A. Witte, Felix J. Herrmann

CoRR, 2021

2020

Software and Algorithms for Large-Scale Seismic Inverse Problems.

Philipp A. Witte

PhD thesis, 2020

Life is a scene and we are the actors: Assessing the usefulness of planning support theatres for smart city planning.

E. P. Punt, Stan C. M. Geertman, A. E. Afrooz, Philipp A. Witte, Christopher James Pettit

Comput. Environ. Urban Syst., 2020

An Event-Driven Approach to Serverless Seismic Imaging in the Cloud.

Philipp A. Witte, Mathias Louboutin, Henryk Modzelewski, Charles Jones, James Selvage, Felix J. Herrmann

IEEE Trans. Parallel Distributed Syst., 2020

Architecture and Performance of Devito, a System for Automated Stencil Computation.

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

ACM Trans. Math. Softw., 2020

Faster Uncertainty Quantification for Inverse Problems with Conditional Normalizing Flows.

Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Felix J. Herrmann

CoRR, 2020

Scaling through abstractions - high-performance vectorial wave simulations for seismic inversion with Devito.

Mathias Louboutin, Fabio Luporini, Philipp A. Witte, Rhodri Nelson, George Bisbas, Jan Thorbecke, Felix J. Herrmann, Gerard Gorman

CoRR, 2020

Parameterizing uncertainty by deep invertible networks, an application to reservoir characterization.

Gabrio Rizzuti, Ali Siahkoohi, Philipp A. Witte, Felix J. Herrmann

CoRR, 2020

Extended source imaging, a unifying framework for seismic & medical imaging.

Ziyi Yin, Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Gabrio Rizzuti, Felix J. Herrmann

CoRR, 2020

2019

Serverless seismic imaging in the cloud.

Philipp A. Witte, Mathias Louboutin, Charles Jones, Felix J. Herrmann

CoRR, 2019

2018

Devito: an embedded domain-specific language for finite differences and geophysical exploration.

Mathias Louboutin, Michael Lange, Fabio Luporini, Navjot Kukreja, Philipp A. Witte, Felix J. Herrmann, Paulius Velesko, Gerard J. Gorman

CoRR, 2018