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Surrogate Simulations

Learning fast, differentiable surrogates for expensive physical simulations, enabling rapid scientific modeling, inference, and exploration across complex physical systems.

3D Volumetric Tomography of Clouds Using Machine Learning for Climate Analysis
Scientific Reports 2025 Ronen et al.
Effective Resistivity in Relativistic Reconnection: A Prescription Based on Fully Kinetic Simulations
The Astrophysical Journal Letters 2025 Moran et al.
Retrieving 3D distributions of atmospheric particles using Atmospheric Tomography with 3D Radiative Transfer – Part 1: Model description and Jacobian calculation
Atm. Meas. Tech. 2023 Loveridge, Levis et al.
Retrieving 3D distributions of atmospheric particles using Atmospheric Tomography with 3D Radiative Transfer – Part 2: Local optimization
Atm. Meas. Tech. 2023 Loveridge, Levis et al.
Inference of Black Hole Fluid-Dynamics from Sparse Interferometric Measurements
Proc. IEEE/CVF ICCV 2021 Levis et al.
Multi-View Polarimetric Scattering Cloud Tomography and Retrieval of Droplet Size
Remote Sensing 2020 Levis et al.
Show older publications (2 more)
Date Title First Authors Venue
Apr 2025 3D Volumetric Tomography of Clouds Using Machine Learning for Climate Analysis
Roi Ronen, Ilan Koren, Aviad Levis, Eshkol Eytan, Vadim Holodovsky, Yoav Y. Schechner
Ronen et al. Scientific Reports
Jan 2025 Effective Resistivity in Relativistic Reconnection: A Prescription Based on Fully Kinetic Simulations
Abigail Moran, Lorenzo Sironi, Aviad Levis, Bart Ripperda, Elias R. Most, Sebastiaan Selvi
Moran et al. The Astrophysical Journal Letters
2023 Retrieving 3D distributions of atmospheric particles using Atmospheric Tomography with 3D Radiative Transfer – Part 1: Model description and Jacobian calculation
Jesse Loveridge, Aviad Levis, Larry Di Girolamo, Vadim Holodovsky, Linda Forster, Anthony B. Davis, Yoav Y. Schechner
Loveridge, Levis et al. Atm. Meas. Tech.
2023 Retrieving 3D distributions of atmospheric particles using Atmospheric Tomography with 3D Radiative Transfer – Part 2: Local optimization
Jesse Loveridge, Aviad Levis, Larry Di Girolamo, Vadim Holodovsky, Linda Forster, Anthony B. Davis, Yoav Y. Schechner
Loveridge, Levis et al. Atm. Meas. Tech.
Oct 2021 Inference of Black Hole Fluid-Dynamics from Sparse Interferometric Measurements
Aviad Levis, Daeyoung Lee, Joel A. Tropp, Charles F. Gammie, Katherine L. Bouman
Levis et al. Proc. IEEE/CVF ICCV
2020 Multi-View Polarimetric Scattering Cloud Tomography and Retrieval of Droplet Size
Aviad Levis, Yoav Y. Schechner, Anthony B. Davis, Jesse Loveridge
Levis et al. Remote Sensing
2017 Multiple-Scattering Microphysics Tomography
Aviad Levis, Yoav Y. Schechner, Anthony B. Davis
Levis et al. Proc. IEEE CVPR
2015 Airborne Three-Dimensional Cloud Tomography
Aviad Levis, Yoav Y. Schechner, Amit Aides, Anthony B. Davis
Levis et al. Proc. IEEE ICCV