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College of Computing and Data Science Nanyang Technological University Singapore, Department of Computer Science KU Leuven Belgium
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Second-order uncertainty representations matter: set-based and distribution-based methods, often considered incomparable, can be rigorously compared, revealing how representation choices impact uncertainty-aware performance.