AINeutralarXiv – CS AI · 9h ago6/10
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A Framework for Measuring Appropriate Reliance on Set-Valued AI Advice
Researchers introduce the first formal framework for evaluating how humans should appropriately rely on set-valued AI advice (discrete sets or continuous intervals) rather than point predictions. The framework defines metrics for both classification and regression tasks, addressing a gap in human-AI collaboration research by measuring not just whether advice is followed, but whether that reliance actually improves decision-making outcomes.
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