DeepAdversaries: Examining the Robustness of Deep Learning Models for
Galaxy Morphology Classification

DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification

28 December 2021

A. Ćiprijanović

Gregory F. Snyder

Sandeep Madireddy

Papers citing "DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification"

10 / 10 papers shown

Title
Neural Network Prediction of Strong Lensing Systems with Domain Adaptation and Uncertainty Quantification Shrihan Agarwal A. Ćiprijanović Brian D. Nord OOD 43 0 0 08 Jan 2025
Domain Adaptive Graph Neural Networks for Constraining Cosmological Parameters Across Multiple Data Sets Andrea Roncoli A. Ćiprijanović M. Voetberg F. Villaescusa-Navarro Brian D. Nord AI4CE OOD 21 5 0 02 Nov 2023
E(2) Equivariant Neural Networks for Robust Galaxy Morphology Classification Sneh Pandya Purvik Patel O. Franc Jonathan Blazek 36 1 0 02 Nov 2023
DeepAstroUDA: Semi-Supervised Universal Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly Detection A. Ćiprijanović Ashia Lewis K. Pedro Sandeep Madireddy Brian D. Nord G. Perdue Stefan M. Wild 36 14 0 03 Feb 2023
Locating Hidden Exoplanets in ALMA Data Using Machine Learning J. Terry C. Hall Sean Abreau S. Gleyzer 13 4 0 17 Nov 2022
Semi-Supervised Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly Detection A. Ćiprijanović Ashia Lewis K. Pedro Sandeep Madireddy Brian D. Nord G. Perdue Stefan M. Wild OOD 26 7 0 01 Nov 2022
Improving Robustness of Jet Tagging Algorithms with Adversarial Training Annika Stein X. Coubez S. Mondal A. Novák A. Schmidt AAML 11 5 0 25 Mar 2022
Machine Learning and Cosmology C. Dvorkin S. Mishra-Sharma Brian D. Nord V. A. Villar Camille Avestruz ... A. Ćiprijanović Andrew J. Connolly L. Garrison G. Narayan F. Villaescusa-Navarro AI4CE 21 12 0 15 Mar 2022
Adversarial Examples, Uncertainty, and Transfer Testing Robustness in Gaussian Process Hybrid Deep Networks John Bradshaw A. G. Matthews Zoubin Ghahramani BDL AAML 62 171 0 08 Jul 2017
Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks Guy Katz Clark W. Barrett D. Dill Kyle D. Julian Mykel Kochenderfer AAML 228 1,835 0 03 Feb 2017