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"

12 / 12 papers shown

Title
Spuriousness-Aware Meta-Learning for Learning Robust Classifiers Guangtao Zheng Wenqian Ye Aidong Zhang 42 0 0 15 Jun 2024
It's Never Too Late: Fusing Acoustic Information into Large Language Models for Automatic Speech Recognition Chen Chen Ruizhe Li Yuchen Hu Sabato Marco Siniscalchi Pin-Yu Chen Ensiong Chng Chao-Han Huck Yang 26 19 0 08 Feb 2024
Avoiding spurious correlations via logit correction Sheng Liu Xu Zhang Nitesh Sekhar Yue Wu Prateek Singhal C. Fernandez‐Granda 25 29 0 02 Dec 2022
Sufficient Invariant Learning for Distribution Shift Taero Kim Sungjun Lim Kyungwoo Song OOD 29 2 0 24 Oct 2022
Understanding Why Generalized Reweighting Does Not Improve Over ERM Runtian Zhai Chen Dan Zico Kolter Pradeep Ravikumar OOD 39 27 0 28 Jan 2022
Iterative Distillation for Better Uncertainty Estimates in Multitask Emotion Recognition Didan Deng Liang Wu Bertram E. Shi 44 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 213 246 0 20 Apr 2021
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 146 370 0 09 May 2020
Dropout: Explicit Forms and Capacity Control R. Arora Peter L. Bartlett Poorya Mianjy Nathan Srebro 55 37 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 215 901 0 02 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 270 5,660 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,136 0 06 Jun 2015