UMIX: Improving Importance Weighting for Subpopulation Shift via
Uncertainty-Aware Mixup

UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup

19 September 2022

Changqing Zhang

Jianhua Yao

Papers citing "UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup"

8 / 8 papers shown

Title
Understanding Why Generalized Reweighting Does Not Improve Over ERM Runtian Zhai Chen Dan Zico Kolter Pradeep Ravikumar OOD 31 27 0 28 Jan 2022
Iterative Distillation for Better Uncertainty Estimates in Multitask Emotion Recognition Didan Deng Liang Wu Bertram E. Shi 39 32 0 21 Jul 2021
Gradient Matching for Domain Generalization Yuge Shi Jeffrey S. Seely Philip H. S. Torr Siddharth Narayanaswamy Awni Y. Hannun Nicolas Usunier Gabriel Synnaeve OOD 202 246 0 20 Apr 2021
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 128 368 0 09 May 2020
Dropout: Explicit Forms and Capacity Control R. Arora Peter L. Bartlett Poorya Mianjy Nathan Srebro 42 33 0 06 Mar 2020
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 212 888 0 02 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 4,940 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 243 9,042 0 06 Jun 2015