"OOD detection depends on assumptions about which unfamiliar distributions matter."
Zhang and colleagues formally establish the importance of specifying relevant alternative distributions when constructing and evaluating OOD detectors. Their result provides a mathematical foundation for the manuscript's Map-versus-Territory argument, since detection criteria necessarily encode assumptions about which departures from familiar data deserve attention.
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