Epistemic uncertainty should be judged by how well it ranks reducible error, and a new Pareto-gap diagnostic shows proxy-task rankings can invert.
Computer Vision – ECCV 2024: 18th European Conference, Milan, Italy, September 29 – October 4
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Evaluating Epistemic Uncertainty: Beyond OOD Detection and Active Learning
Epistemic uncertainty should be judged by how well it ranks reducible error, and a new Pareto-gap diagnostic shows proxy-task rankings can invert.