Neural Reconstruction

Neural representations offer a powerful way to model high-dimensional continuous fields. We develop neural representations, with physics-guided inductive biases, for reconstructing the stucture and dynamics of physical fields and instrument behavior from sparse or indirect observations.

Revealing Fine Structure in Protoplanetary Disks with Physics Constrained Neural Fields

arXiv 2025 Levis, Luong et al.

Neural Dynamic Modes: Computational Imaging of Dynamical Systems from Sparse Observations

arXiv 2025 SaraerToosi, Tu et al.

3D Volumetric Tomography of Clouds Using Machine Learning for Climate Analysis

Scientific Reports 2025 Ronen et al.

Revealing the 3D Cosmic Web through Gravitationally Constrained Neural Fields

ICLR 2025 Zhao, Levis et al.

Orbital Polarimetric Tomography of a Flare Near the Sagittarius A* Supermassive Black Hole

Nature Astronomy 2024 Levis et al.

Single View Refractive Index Tomography with Neural Fields

Proc. IEEE/CVF CVPR 2024 Zhao, Levis et al.

Show older publications (1 more)

Gravitationally Lensed Black Hole Emission Tomography

CVPR 2022 Levis et al.

Date	Title	First Authors	Venue
Sep 2025	Revealing Fine Structure in Protoplanetary Disks with Physics Constrained Neural Fields Aviad Levis, Nhan Luong, Richard Teague, Katherine Bouman, Marcelo Barraza-Alfaro, Kevin Flaherty	Levis, Luong et al.	arXiv
Jul 2025	Neural Dynamic Modes: Computational Imaging of Dynamical Systems from Sparse Observations Ali SaraerToosi, Renbo Tu, Kamyar Azizzadenesheli, Aviad Levis	SaraerToosi, Tu et al.	arXiv
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
Apr 2025	Revealing the 3D Cosmic Web through Gravitationally Constrained Neural Fields Brandon Zhao, Aviad Levis, Liam Connor, Pratul P. Srinivasan, Katherine L. Bouman	Zhao, Levis et al.	ICLR
Jun 2024	Orbital Polarimetric Tomography of a Flare Near the Sagittarius A* Supermassive Black Hole Aviad Levis, Andrew A. Chael, Katherine L. Bouman, Maciek Wielgus, Pratul P. Srinivasan	Levis et al.	Nature Astronomy
June 2024	Single View Refractive Index Tomography with Neural Fields Brandon Zhao, Aviad Levis, Liam Connor, Pratul P. Srinivasan, Katherine L. Bouman	Zhao, Levis et al.	Proc. IEEE/CVF CVPR
Mar 2022	Gravitationally Lensed Black Hole Emission Tomography Aviad Levis, Pratul P. Srinivasan, Andrew A. Chael, Ren Ng, Katherine L. Bouman	Levis et al.	CVPR