"spurious correlations" Papers

13 papers found

Causally Motivated Sycophancy Mitigation for Large Language Models

Haoxi Li, Xueyang Tang, Jie ZHANG et al.

ICLR 2025poster
8
citations

Controllable Feature Whitening for Hyperparameter-Free Bias Mitigation

Yooshin Cho, Hanbyel Cho, Janghyeon Lee et al.

ICCV 2025posterarXiv:2507.20284

Ameliorate Spurious Correlations in Dataset Condensation

Jiaxing Cui, Ruochen Wang, Yuanhao Xiong et al.

ICML 2024poster

Bias-Conflict Sample Synthesis and Adversarial Removal Debias Strategy for Temporal Sentence Grounding in Video

Zhaobo Qi, Yibo Yuan, Xiaowen Ruan et al.

AAAI 2024paperarXiv:2401.07567
11
citations

Complexity Matters: Feature Learning in the Presence of Spurious Correlations

GuanWen Qiu, Da Kuang, Surbhi Goel

ICML 2024poster

Debiasing Multimodal Sarcasm Detection with Contrastive Learning

Mengzhao Jia, Can Xie, Liqiang Jing

AAAI 2024paperarXiv:2312.10493
43
citations

Evaluating Model Bias Requires Characterizing its Mistakes

Isabela Albuquerque, Jessica Schrouff, David Warde-Farley et al.

ICML 2024poster

Feature Contamination: Neural Networks Learn Uncorrelated Features and Fail to Generalize

Tianren Zhang, Chujie Zhao, Guanyu Chen et al.

ICML 2024poster

Improving Robustness to Multiple Spurious Correlations by Multi-Objective Optimization

Nayeong Kim, Juwon Kang, Sungsoo Ahn et al.

ICML 2024poster

Prompting is a Double-Edged Sword: Improving Worst-Group Robustness of Foundation Models

Amrith Setlur, Saurabh Garg, Virginia Smith et al.

ICML 2024poster

Removing Spurious Concepts from Neural Network Representations via Joint Subspace Estimation

Floris Holstege, Bram Wouters, Noud van Giersbergen et al.

ICML 2024poster

Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution

Emily McMilin

AAAI 2024paperarXiv:2210.00131

Unsupervised Concept Discovery Mitigates Spurious Correlations

Md Rifat Arefin, Yan Zhang, Aristide Baratin et al.

ICML 2024poster