Verdict Instability of OOD Scores under Reference Resampling
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arXiv:2609.00691v1 Announce Type: cross Abstract: 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 moved. We measure that movement by resampling the reference set and r…
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- 2026-09-02 04:00 · arXiv stat.ML
Verdict Instability of OOD Scores under Reference Resampling