Verdict Instability of OOD Scores under Reference Resampling

Donghoon Lee, Shinjin Kang

Post-hoc out-of-distribution detectors are fitted on a finite reference set, so every score they produce is an estimate. If we had chosen a different set, some verdicts would have…