Smoothness Errors in Dynamics Models and How to Avoid Them
Edward Berman, Luisa Li, Jung Yeon (John) Park, Robin Walters
Under Review at the International Conference on Machine Learning: PDF
Keywords: Dynamics Modeling, Discrete Differential Geometry

On Uncertainty Calibration for Equivariant Functions
Edward Berman, Jacob Ginesin, Marco Pacini, Robin Walters
Transactions on Machine Learning Research: PDF Blog
Keywords: Equivariance, Uncertainty Quantification

Efficient Point-spread Function Modeling with ShOpt.jl: A Point-spread Function Benchmarking Study with JWST NIRCam Imaging
Edward Berman, Jacqueline McCleary, Anton Koekemoer, Maximilien Franco, et al.
Astronomical Journal: PDF Summary
Keywords: Weak Lensing, Computational Imaging
🌠 COSMOS-Web Astronomical Survey Key Project 🌠

The State of Julia for Scientific Machine Learning
Edward Berman, Jacob Ginesin
NeurIPS ML4PS Workshop: PDF Summary
Keywords: Machine Learning, Perspectives, Julia
🌠 Oral Spotlight (4/300+ Submissions) 🌠

See Google Scholar for a complete list.