Evaluating Model Performance Under Worst-case Subpopulations

1 July 2024

Papers citing "Evaluating Model Performance Under Worst-case Subpopulations"

16 / 16 papers shown

Title
Fairness in Survival Analysis with Distributionally Robust Optimization Shu Hu George H. Chen 42 4 0 31 Aug 2024
Decision-Focused Evaluation of Worst-Case Distribution Shift Kevin Ren Yewon Byun Bryan Wilder OffRL 37 1 0 04 Jul 2024
Stability Evaluation via Distributional Perturbation Analysis Jose H. Blanchet Peng Cui Jiajin Li Jiashuo Liu 41 0 0 06 May 2024
A Survey on Evaluation of Out-of-Distribution Generalization Han Yu Jiashuo Liu Xingxuan Zhang Jiayun Wu Peng Cui OOD 47 8 0 04 Mar 2024
Cross-modality debiasing: using language to mitigate sub-population shifts in imaging Yijiang Pang Hoang Bao Jiayu Zhou 22 0 0 02 Feb 2024
Responsible AI (RAI) Games and Ensembles Yash Gupta Runtian Zhai A. Suggala Pradeep Ravikumar 18 0 0 28 Oct 2023
Is this model reliable for everyone? Testing for strong calibration Jean Feng Alexej Gossmann Romain Pirracchio N. Petrick Gene Pennello B. Sahiner 20 3 0 28 Jul 2023
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation Qi Bi Shaodi You Theo Gevers ViT 31 39 0 01 Jul 2023
Being Right for Whose Right Reasons? Terne Sasha Thorn Jakobsen Laura Cabello Anders Søgaard 29 10 0 01 Jun 2023
From Utilitarian to Rawlsian Designs for Algorithmic Fairness Daniel E. Rigobon FaML 25 1 0 07 Feb 2023
Minimax Optimal Estimation of Stability Under Distribution Shift Hongseok Namkoong Yuanzhe Ma Peter Glynn 29 6 0 13 Dec 2022
Distributionally Robust Survival Analysis: A Novel Fairness Loss Without Demographics Shu Hu George H. Chen 22 13 0 18 Nov 2022
Evaluating Robustness to Dataset Shift via Parametric Robustness Sets Nikolaj Thams Michael Oberst David Sontag OOD 38 10 0 31 May 2022
Robustness Gym: Unifying the NLP Evaluation Landscape Karan Goel Nazneen Rajani Jesse Vig Samson Tan Jason M. Wu Stephan Zheng Caiming Xiong Joey Tianyi Zhou Christopher Ré AAML OffRL OOD 154 136 0 13 Jan 2021
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 261 36,371 0 25 Aug 2016
Learning without Concentration S. Mendelson 85 334 0 01 Jan 2014