"What counts as out of distribution partly depends on how the task defines familiar categories, semantic differences and relevant distribution shifts."
Wang and colleagues demonstrate how OOD and open-set recognition benchmarks separate known and unknown categories and distinguish semantic from covariate shifts. Their research supports the narrower argument that operational OOD boundaries depend partly on task definitions, category choices and evaluation design.
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