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Aviad Levis

10 accepted papers

2026

BHCast: Unlocking Black Hole Plasma Dynamics from a Single Blurry Image with Long-Term Forecasting

CVPR 2026

The Event Horizon Telescope (EHT) delivered the first image of a black hole by capturing the light from its surrounding accretion flow, revealing structure but not dynamics. Simulations of black hole accretion dynamics are essential for interpreting EHT images but costly to generate and impractical

Cited by 0SourceScholar
2026

Dynamic Black-hole Emission Tomography with Physics-informed Neural Fields

CVPR 2026

With the success of static black-hole imaging, the next frontier is the dynamic and 3D imaging of black holes. Recovering the dynamic 3D gas near a black hole would reveal previously-unseen parts of the universe and inform new physics models. However, only sparse radio measurements from a single vie

Cited by 0SourcecodeScholar
2025

Revealing the 3D Cosmic Web through Gravitationally Constrained Neural Fields

ICLR 2025poster

Weak gravitational lensing is the slight distortion of galaxy shapes caused primarily by the gravitational effects of dark matter in the universe. In our work, we seek to invert the weak lensing signal from 2D telescope images to reconstruct a 3D map of the universe's dark matter field. While invers…

Cited by 0SourcePDFScholar
2024

Single View Refractive Index Tomography with Neural Fields

CVPR 2024poster

Refractive Index Tomography is the inverse problem of reconstructing the continuously-varying 3D refractive index in a scene using 2D projected image measurements. Although a purely refractive field is not directly visible it bends light rays as they travel through space thus providing a signal for…

Cited by 4SourcePDFScholar
2022

Gravitationally Lensed Black Hole Emission Tomography

CVPR 2022poster

Measurements from the Event Horizon Telescope enabled the visualization of light emission around a black hole for the first time. So far, these measurements have been used to recover a 2D image under the assumption that the emission field is static over the period of acquisition. In this work, we pr…

Cited by 27PDFScholar
2021

Inference of Black Hole Fluid-Dynamics From Sparse Interferometric Measurements

ICCV 2021poster

We develop an approach to recover the underlying properties of fluid-dynamical processes from sparse measurements. We are motivated by the task of imaging the stochastically evolving environment surrounding black holes, and demonstrate how flow parameters can be estimated from sparse interferometric…

Cited by 12PDFScholar