activity
20212026
most citedThis Looks Like Those: Illuminating Prototypical Concepts Using Multiple Visualizations

4 citations · 4 across the 7 of their papers we have counts for

collaborators

8 papers

astro-ph.GA2026

Dynamics and geometry of the inner sub-parsec-scale jet in 3C 279 observed with the Event Horizon Telescope

Hendrik Mueller, Sebastiano D. von Fellenberg, Ai-Ling Zeng +275

The 2021 Event Horizon Telescope observations resolve the innermost jet region of the blazar 3C279 with unprecedented detail. The reconstructed images consistently reveal a compact…

astro-ph.CO2026

Generative Diffusion Priors for 3D Mapping of the Dark Universe

Brandon Zhao, Diana Scognamiglio, Olivier Doré +1

Reconstructing the three-dimensional distribution of dark matter from weak-lensing observations is a central but highly ill-posed inverse problem in cosmology. Unlike standard 3D r…

cs.LG2026

Fourier Feature Pyramids for Physics-Informed Neural Networks

Brandon Zhao, Yixuan Wang, Jonathan T. Barron +3

We present an improved neural field architecture for solving partial differential equations (PDEs). Current physics-informed neural networks (PINNs) provide a flexible framework fo…

cs.CV2026

Mapping Dark-Matter Clusters via Physics-Guided Diffusion Models

Diego Royo, Brandon Zhao, Adolfo Muñoz +2

Galaxy clusters are powerful probes of astrophysics and cosmology through gravitational lensing: the clusters' mass, dominated by 85% dark matter, distorts background light. Yet, m…

astro-ph.CO2025

Revealing the 3D Cosmic Web through Gravitationally Constrained Neural Fields

Brandon Zhao, Aviad Levis, Liam Connor +2

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 th…

cs.CV2023★ 4 cited

This Looks Like Those: Illuminating Prototypical Concepts Using Multiple Visualizations

Chiyu Ma, Brandon Zhao, Chaofan Chen +1

We present ProtoConcepts, a method for interpretable image classification combining deep learning and case-based reasoning using prototypical parts. Existing work in prototype-base…

cs.CV2023

Single View Refractive Index Tomography with Neural Fields

Brandon Zhao, Aviad Levis, Liam Connor +2

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 purel…

cs.LG2021

Mars Image Content Classification: Three Years of NASA Deployment and Recent Advances

Kiri Wagstaff, Steven Lu, Emily Dunkel +8

The NASA Planetary Data System hosts millions of images acquired from the planet Mars. To help users quickly find images of interest, we have developed and deployed content-based c…