Identifying Spurious Biases Early in Training through the Lens of Simplicity Bias

30 May 2023

Yu Yang

Eric Gan

Gintare Karolina Dziugaite

Baharan Mirzasoleiman

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Papers citing "Identifying Spurious Biases Early in Training through the Lens of Simplicity Bias"

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Title
Are We Done with Object-Centric Learning? Alexander Rubinstein Ameya Prabhu Matthias Bethge Seong Joon Oh OCL 631 0 0 09 Apr 2025
Severing Spurious Correlations with Data Pruning Varun Mulchandani Jung-Eun Kim 150 0 0 24 Mar 2025
Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens Samuele Bortolotti Emanuele Marconato Paolo Morettin Andrea Passerini Stefano Teso 61 2 0 16 Feb 2025
Trustworthy AI on Safety, Bias, and Privacy: A Survey Xingli Fang Jianwei Li Varun Mulchandani Jung-Eun Kim 45 0 0 11 Feb 2025
Sebra: Debiasing Through Self-Guided Bias Ranking Adarsh Kappiyath Abhra Chaudhuri Ajay Jaiswal Ziquan Liu Yunpeng Li Xiatian Zhu L. Yin CML 113 1 1 30 Jan 2025
Curriculum-enhanced GroupDRO: Challenging the Norm of Avoiding Curriculum Learning in Subpopulation Shift Setups Antonio Barbalau 74 0 0 22 Nov 2024
Trained Models Tell Us How to Make Them Robust to Spurious Correlation without Group Annotation Mahdi Ghaznavi Hesam Asadollahzadeh Fahimeh Hosseini Noohdani Soroush Vafaie Tabar Hosein Hasani Taha Akbari Alvanagh M. Rohban M. Baghshah 32 0 0 07 Oct 2024
OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable? Liangze Jiang Damien Teney OODD OOD 28 1 0 03 Oct 2024
UnLearning from Experience to Avoid Spurious Correlations Jeff Mitchell Jesús Martínez del Rincón Niall McLaughlin 36 0 0 04 Sep 2024
Out of spuriousity: Improving robustness to spurious correlations without group annotations Phuong Quynh Le Jorg Schlotterer Christin Seifert CML OOD 40 2 0 20 Jul 2024
SLIM: Spuriousness Mitigation with Minimal Human Annotations Xiwei Xuan Ziquan Deng Hsuan-Tien Lin Kwan-Liu Ma 42 2 0 08 Jul 2024
Bias in Motion: Theoretical Insights into the Dynamics of Bias in SGD Training Anchit Jain Rozhin Nobahari A. Baratin Stefano Sarao Mannelli 34 4 0 28 May 2024
Understanding the dynamics of the frequency bias in neural networks Juan Molina Mircea Petrache F. Sahli Costabal Matías Courdurier 35 1 0 23 May 2024
Data Selection for Transfer Unlearning N. Sepahvand Vincent Dumoulin Eleni Triantafillou Gintare Karolina Dziugaite MU 39 4 0 16 May 2024
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models Yu Yang Siddhartha Mishra Jeffrey N Chiang Baharan Mirzasoleiman 40 17 0 12 Mar 2024
Complexity Matters: Dynamics of Feature Learning in the Presence of Spurious Correlations GuanWen Qiu Da Kuang Surbhi Goel 27 8 0 05 Mar 2024
Unsupervised Concept Discovery Mitigates Spurious Correlations Md Rifat Arefin Yan Zhang A. Baratin Francesco Locatello Irina Rish Dianbo Liu Kenji Kawaguchi 59 6 0 20 Feb 2024
Spurious Correlations in Machine Learning: A Survey Wenqian Ye Guangtao Zheng Xu Cao Yunsheng Ma Aidong Zhang OOD AAML CML 39 34 0 20 Feb 2024
Dataset Difficulty and the Role of Inductive Bias Devin Kwok Nikhil Anand Jonathan Frankle Gintare Karolina Dziugaite David Rolnick 42 5 0 03 Jan 2024
Challenges and Opportunities in Improving Worst-Group Generalization in Presence of Spurious Features S. Joshi Yu Yang Yihao Xue Wenhan Yang Baharan Mirzasoleiman 28 13 0 21 Jun 2023
Robust Learning with Progressive Data Expansion Against Spurious Correlation Yihe Deng Yu Yang Baharan Mirzasoleiman Quanquan Gu OOD MLT 21 24 0 08 Jun 2023
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 152 371 0 09 May 2020
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