Rethinking the Evaluation of Out-of-Distribution Detection: A Sorites Paradox

Neural Information Processing Systems 

However, some marginal OOD samples actually have close semantic contents to the in-distribution (ID) sample, which makes determining the OOD sample a Sorites Paradox.

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