"spurious correlation mitigation" Papers

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Common Sense Bias Modeling for Classification Tasks

Miao Zhang, Zee Fryer, Ben Colman et al.

AAAI 2025paperarXiv:2401.13213

Dual Data Alignment Makes AI-Generated Image Detector Easier Generalizable

Ruoxin Chen, Junwei Xi, Zhiyuan Yan et al.

NEURIPS 2025spotlightarXiv:2505.14359

Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples

WEIWEI LI, Junzhuo Liu, Yuanyuan Ren et al.

CVPR 2025arXiv:2512.22874

Sample-efficient Learning of Concepts with Theoretical Guarantees: from Data to Concepts without Interventions

Hidde Fokkema, Tim van Erven, Sara Magliacane

NEURIPS 2025arXiv:2502.06536

Subgraph Aggregation for Out-of-Distribution Generalization on Graphs

Bowen Liu, Haoyang Li, Shuning Wang et al.

AAAI 2025paperarXiv:2410.22228

Causal Action Influence Aware Counterfactual Data Augmentation

Núria Armengol Urpí, Marco Bagatella, Marin Vlastelica et al.

ICML 2024arXiv:2405.18917

Causally Motivated Personalized Federated Invariant Learning with Shortcut-Averse Information-Theoretic Regularization

Xueyang Tang, Song Guo, Jingcai Guo et al.

Vision-and-Language Navigation via Causal Learning

Liuyi Wang, Zongtao He, Ronghao Dang et al.

CVPR 2024arXiv:2404.10241