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Human-AI Teams
How humans and AI systems perform together. Complementary intelligence, explanation effects, and team dynamics.
3 research papers
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance
Tests whether AI explanations help human-AI teams exceed the performance of either alone. Surprisingly, explanations that increase understanding do not always improve team performa...
On Human Predictions with Explanations and Predictions of Machine Learning Models
Examines how different types of AI explanations affect human prediction accuracy. The study finds that not all explanations are created equal — some improve human performance while...
Knowing About Knowing: An Illusion of Human Competence Can Hinder Appropriate Reliance on AI Systems
Reveals that domain experts may be worse at collaborating with AI than novices, because their confidence in their own knowledge leads them to dismiss correct AI recommendations. Th...