All publications Back to Surrogate Simulations

Focused publications

Surrogate Simulations

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

A cloud’s droplet size—and its internal structure—from monochrome multi-angle imaging

IEEE Transactions on Geoscience and Remote Sensing 2026 Davis et al.

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.

Show older publications (3 more)

Multi-View Polarimetric Scattering Cloud Tomography and Retrieval of Droplet Size

Remote Sensing 2020 Levis et al.

Multiple-Scattering Microphysics Tomography

Proc. IEEE CVPR 2017 Levis et al.

Airborne Three-Dimensional Cloud Tomography

Proc. IEEE ICCV 2015 Levis et al.

Date	Title	First Authors	Venue
Aug 2026	A cloud’s droplet size—and its internal structure—from monochrome multi-angle imaging Anthony B. Davis, Kailen A. Hargenrader, Linda Forster, Jesse R. Loveridge, Marcin J. Kurowski, Aviad Levis	Davis et al.	IEEE Transactions on Geoscience and Remote Sensing
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