activity
20182026
most citedA Hybrid Deep Learning Approach to Cosmological Constraints From Galaxy Redshift Surveys

44 citations · 99 across the 16 of their papers we have counts for

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Showing astro-ph.IMShow all

10 papers · 1 filter

astro-ph.IM2026

How to Craft the Right Language AI Policy For Your Research Group (Some Assembly Required)

Michelle Ntampaka, S. Burke-Spolaor, Ioana Ciucă +14

Language AI is rapidly becoming part of the astronomy research ecosystem, prompting research teams to develop policies governing its use. But resources and advice for AI adoption a…

astro-ph.IM2025

The Importance of Being Adaptable: An Exploration of the Power and Limitations of Domain Adaptation for Simulation-Based Inference with Galaxy Clusters

Michelle Ntampaka, A. Ciprijanovic, Ana Maria Delgado +4

The application of deep machine learning methods in astronomy has exploded in the last decade, with new models showing remarkably improved performance on benchmark tasks. Not nearl…

astro-ph.IM2024

Designing an Evaluation Framework for Large Language Models in Astronomy Research

John F. Wu, Alina Hyk, Kiera McCormick +15

Large Language Models (LLMs) are shifting how scientific research is done. It is imperative to understand how researchers interact with these models and how scientific sub-communit…

astro-ph.IM20232 cited

Constructing Impactful Machine Learning Research for Astronomy: Best Practices for Researchers and Reviewers

D. Huppenkothen, M. Ntampaka, M. Ho +19

Machine learning has rapidly become a tool of choice for the astronomical community. It is being applied across a wide range of wavelengths and problems, from the classification of…

astro-ph.IM2022

A Referee Primer for Early Career Astronomers

Michelle Ntampaka, Ana Bonaca, Sownak Bose +5

Refereeing is a crucial component of publishing astronomical research, but few professional astronomers receive formal training on how to effectively referee a manuscript. In this…

astro-ph.IM20225 cited

R2-D2: Roman and Rubin -- From Data to Discovery

Suvi Gezari, Misty Bentz, Kishalay De +28

The NASA Nancy Grace Roman Space Telescope (Roman) and the Vera C. Rubin Observatory Legacy Survey of Space and Time (Rubin), will transform our view of the wide-field sky, with si…