AINeutralarXiv – CS AI · 7h ago7/10
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Shortcut to Nowhere: Demystifying Deep Spurious Regression
Researchers introduce Deep Spurious Regression (DSR), a framework addressing how machine learning models rely on unreliable correlations when predicting continuous values rather than categorical labels. The work identifies a critical gap in AI robustness research, which has largely focused on classification tasks, and proposes techniques to improve model generalization across different data distributions by calibrating feature and label spaces.