Robust Learning with Progressive Data Expansion Against Spurious
Correlation

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Robust Learning with Progressive Data Expansion Against Spurious Correlation

Neural Information Processing Systems (NeurIPS), 2023

8 June 2023

Baharan Mirzasoleiman

Quanquan Gu

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Papers citing "Robust Learning with Progressive Data Expansion Against Spurious Correlation"

15 / 15 papers shown

Title
SAGE: Spuriousness-Aware Guided Prompt Exploration for Mitigating Multimodal Bias Wenqian Ye Di Wang Guangtao Zheng Bohan Liu Aidong Zhang VLM 148 0 0 17 Nov 2025
Spurious Correlation-Aware Embedding Regularization for Worst-Group Robustness Subeen Park Joowang Kim Hakyung Lee Sunjae Yoo Kyungwoo Song 120 0 0 06 Nov 2025
Mitigating Spurious Correlation via Distributionally Robust Learning with Hierarchical Ambiguity Sets Sung Ho Jo Seonghwi Kim Minwoo Chae 128 0 0 03 Oct 2025
Does Weak-to-strong Generalization Happen under Spurious Correlations? Chenruo Liu Yijun Dong Qi Lei 128 0 0 28 Sep 2025
Diverse Prototypical Ensembles Improve Robustness to Subpopulation Shift Minh-Son To Paul F RWilson Viet Nguyen Mohamed Harmanani Michael Cooper Fahimeh Fooladgar Purang Abolmaesumi Parvin Mousavi Fahad Razak 213 0 0 29 May 2025
NeuronTune: Towards Self-Guided Spurious Bias Mitigation Guangtao Zheng Wenqian Ye Aidong Zhang 159 3 0 29 May 2025
Mitigating Spurious Correlations with Causal Logit PerturbationInformation Sciences (Inf. Sci.), 2025 Xiaoling Zhou Wei Ye Rui Xie Shikun Zhang CML 244 0 0 21 May 2025
Severing Spurious Correlations with Data PruningInternational Conference on Learning Representations (ICLR), 2025 Varun Mulchandani Jung-Eun Kim 1.1K 5 0 24 Mar 2025
Group-robust Sample Reweighting for Subpopulation Shifts via Influence FunctionsInternational Conference on Learning Representations (ICLR), 2025 Rui Qiao Zhaoxuan Wu Jingtan Wang Pang Wei Koh Bryan Kian Hsiang Low OOD 362 5 0 10 Mar 2025
Trustworthy AI: Safety, Bias, and Privacy -- A Survey Xingli Fang Jianwei Li Varun Mulchandani Jung-Eun Kim 359 0 0 11 Feb 2025
Enhancing Domain Adaptation through Prompt Gradient Alignment Hoang Phan Lam C. Tran Quyen Tran Trung Le 527 8 0 13 Jun 2024
$How does promoting the minority fraction affect generalization? A theoretical study of the one-hidden-layer neural network on group imbalance$ How does promoting the minority fraction affect generalization? A theoretical study of the one-hidden-layer neural network on group imbalanceIEEE Journal on Selected Topics in Signal Processing (JSTSP), 2024 Hongkang Li Shuai Zhang Yihua Zhang Meng Wang Sijia Liu Pin-Yu Chen 239 7 0 12 Mar 2024
Mitigating Simplicity Bias in Deep Learning for Improved OOD Generalization and Robustness Bhavya Vasudeva Kameron Shahabi Willie Neiswanger 232 7 0 09 Oct 2023
Sufficient Invariant Learning for Distribution ShiftComputer Vision and Pattern Recognition (CVPR), 2022 Taero Kim Sungjun Lim Kyungwoo Song Yonghan Jung Krikamol Muandet Kyungwoo Song OOD 320 3 0 24 Oct 2022
Model Patching: Closing the Subgroup Performance Gap with Data Augmentation Karan Goel Albert Gu Shouqing Yang Christopher Ré 355 128 0 15 Aug 2020