Detecting Shortcut Learning for Fair Medical AI using Shortcut Testing

21 July 2022

Papers citing "Detecting Shortcut Learning for Fair Medical AI using Shortcut Testing"

8 / 8 papers shown

Title
Mind the Graph When Balancing Data for Fairness or Robustness Jessica Schrouff Alexis Bellot Amal Rannen-Triki Alan Malek Isabela Albuquerque A. Gretton Alexander DÁmour Silvia Chiappa OOD CML 28 1 0 25 Jun 2024
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models Nishad Singhi Jae Myung Kim Karsten Roth Zeynep Akata 40 1 0 02 May 2024
Transfer Learning for T-Cell Response Prediction Josua Stadelmaier Brandon Malone Ralf Eggeling 21 0 0 18 Mar 2024
Manifestations of Xenophobia in AI Systems Nenad Tomašev J. L. Maynard Iason Gabriel 24 9 0 15 Dec 2022
Rectify ViT Shortcut Learning by Visual Saliency Chong Ma Lin Zhao Yuzhong Chen David Liu Xi Jiang Tuo Zhang Xintao Hu Dinggang Shen Dajiang Zhu Tianming Liu ViT 25 20 0 17 Jun 2022
Diagnosing failures of fairness transfer across distribution shift in real-world medical settings Jessica Schrouff Natalie Harris Oluwasanmi Koyejo Ibrahim M. Alabdulmohsin Eva Schnider ... Vivek Natarajan Alan Karthikesalingam Katherine A. Heller Silvia Chiappa Alexander DÁmour OOD 51 53 0 02 Feb 2022
Model-based metrics: Sample-efficient estimates of predictive model subpopulation performance Andrew C. Miller Leon A. Gatys Joseph D. Futoma E. Fox 23 8 0 25 Apr 2021
Estimating Example Difficulty Using Variance of Gradients Chirag Agarwal Daniel D'souza Sara Hooker 205 107 0 26 Aug 2020