Mathias Louboutin

Joined

November 2020

Names

Mathias Louboutin (Preferred)

Emails

****@gatech.edu (Confirmed)

****@devitocodes.com (Confirmed)

Personal Links

Career & Education History

Postdoc

Georgia Institute of Technology (gatech.edu)

2020 – 2023

PhD student

Georgia Institute of Technology (gatech.edu)

2018 – 2020

PhD student

University of British Columbia (ubc.ca)

2013 – 2018

Advisors, Relations & Conflicts

PhD Advisor

Gerard Gorman

2015 – 2020

PhD Advisor

Felix J. Herrmann

2013 – 2020

Expertise

No areas of expertise listed

Publications

Refining Amortized Posterior Approximations using Gradient-Based Summary Statistics
Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, Felix Johan Herrmann
- Published: 20 Jun 2023, Last Modified: 18 Jul 2023
- AABI 2023
- Readers: Everyone
Amortized Normalizing Flows for Transcranial Ultrasound with Uncertainty Quantification
Rafael Orozco, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Tristan van Leeuwen, Felix Johan Herrmann
- Published: 04 Apr 2023, Last Modified: 29 Apr 2023
- MIDL 2023 Oral
- Readers: Everyone
Enabling wave-based inversion on GPUs with randomized trace estimation
Mathias Louboutin, Felix J. Herrmann
- 2022 (modified: 16 Mar 2023)
- CoRR 2022
- Readers: Everyone
Velocity continuation with Fourier neural operators for accelerated uncertainty quantification
Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann
- 2022 (modified: 16 Mar 2023)
- CoRR 2022
- Readers: Everyone
Learned coupled inversion for carbon sequestration monitoring and forecasting with Fourier neural operators
Ziyi Yin, Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann
- 2022 (modified: 16 Mar 2023)
- CoRR 2022
- Readers: Everyone
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
- 2022 (modified: 16 Mar 2023)
- CoRR 2022
- Readers: Everyone
Memory Efficient Invertible Neural Networks for 3D Photoacoustic Imaging
Rafael Orozco, Mathias Louboutin, Felix J. Herrmann
- 2022 (modified: 16 Mar 2023)
- CoRR 2022
- Readers: Everyone
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
- 2022 (modified: 16 Mar 2023)
- CoRR 2022
- Readers: Everyone
De-risking Carbon Capture and Sequestration with Explainable CO2 Leakage Detection in Time-lapse Seismic Monitoring Images
Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Ziyi Yin, Mathias Louboutin, Felix J. Herrmann
- 2022 (modified: 16 Mar 2023)
- CoRR 2022
- Readers: Everyone
De-risking geological carbon storage from high resolution time-lapse seismic to explainable leakage detection
Ziyi Yin, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Mathias Louboutin, Felix J. Herrmann
- 2022 (modified: 16 Mar 2023)
- CoRR 2022
- Readers: Everyone

View all 37 publications

Co-Authors

View all 38 co-authors