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#spurious-correlations1 article
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AINeutralarXiv โ€“ CS AI ยท 5h ago6/10
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Reproducibility study on how to find Spurious Correlations, Shortcut Learning, Clever Hans or Group-Distributional non-robustness and how to fix them

A reproducibility study unifies research on spurious correlations in deep neural networks across different domains, comparing correction methods including XAI-based approaches. The research finds that Counterfactual Knowledge Distillation (CFKD) most effectively improves model generalization, though practical deployment remains challenging due to group labeling dependencies and data scarcity issues.