"spurious features" Papers

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Circumventing Shortcuts in Audio-visual Deepfake Detection Datasets with Unsupervised Learning

Stefan Smeu, Dragos-Alexandru Boldisor, Dan Oneata et al.

CVPR 2025highlightarXiv:2412.00175

Contrastive Representations for Temporal Reasoning

Alicja Ziarko, Michał Bortkiewicz, Michał Zawalski et al.

NEURIPS 2025oralarXiv:2508.13113

Mitigating Spurious Features in Contrastive Learning with Spectral Regularization

Naghmeh Ghanooni, Waleed Mustafa, Dennis Wagner et al.

Empowering Graph Invariance Learning with Deep Spurious Infomax

Tianjun Yao, Yongqiang Chen, Zhenhao Chen et al.

ICML 2024arXiv:2407.11083