Nuisances via Negativa: Adjusting for Spurious Correlations via Data
Augmentation

Nuisances via Negativa: Adjusting for Spurious Correlations via Data Augmentation

4 October 2022

Rajesh Ranganath

Papers citing "Nuisances via Negativa: Adjusting for Spurious Correlations via Data Augmentation"

16 / 16 papers shown

Title
Invariance Pair-Guided Learning: Enhancing Robustness in Neural Networks Martin Surner Abdelmajid Khelil Ludwig Bothmann OOD 51 0 0 26 Feb 2025
Autoencoder based approach for the mitigation of spurious correlations Srinitish Srinivasan Karthik Seemakurthy 27 0 0 27 Jun 2024
Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding Ukyo Honda Tatsushi Oka Peinan Zhang Masato Mita 47 1 0 17 Jun 2024
Spurious Correlations in Machine Learning: A Survey Wenqian Ye Guangtao Zheng Xu Cao Yunsheng Ma Aidong Zhang OOD AAML CML 34 33 0 20 Feb 2024
Debiasing Multimodal Models via Causal Information Minimization Vaidehi Patil A. Maharana Mohit Bansal CML 30 2 0 28 Nov 2023
Improving Compositional Generalization Using Iterated Learning and Simplicial Embeddings Yi Ren Samuel Lavoie Mikhail Galkin Danica J. Sutherland Aaron Courville 33 15 0 28 Oct 2023
Data Augmentations for Improved (Large) Language Model Generalization Amir Feder Yoav Wald Claudia Shi S. Saria David M. Blei OOD CML 24 7 0 19 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 35 8 0 05 Oct 2023
Out-of-Domain Robustness via Targeted Augmentations Irena Gao Shiori Sagawa Pang Wei Koh Tatsunori Hashimoto Percy Liang OODD OOD 22 21 0 23 Feb 2023
Robustness to Spurious Correlations Improves Semantic Out-of-Distribution Detection Lily H. Zhang Rajesh Ranganath OODD 19 6 0 08 Feb 2023
UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup Zongbo Han Zhipeng Liang Fan Yang Liu Liu Lanqing Li Yatao Bian P. Zhao Bing Wu Changqing Zhang Jianhua Yao 48 34 0 19 Sep 2022
Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation Yao Qin Chiyuan Zhang Ting Chen Balaji Lakshminarayanan Alex Beutel Xuezhi Wang ViT 42 42 0 15 Oct 2021
Causal Estimation with Functional Confounders A. Puli A. Perotte Rajesh Ranganath 29 12 0 17 Feb 2021
Negative Data Augmentation Abhishek Sinha Kumar Ayush Jiaming Song Burak Uzkent Hongxia Jin Stefano Ermon 37 72 0 09 Feb 2021
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 146 370 0 09 May 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