{"data":{"id":"b6f477b6-44cb-444c-943c-80300a83190d","title":"A Unified Decision Rule for Generalized Out-of-Distribution Detection","summary":"This paper proposes a generalized Benjamini-Hochberg (g-BH) procedure as a decision rule for out-of-distribution (OOD) detection, framing the task as hypothesis testing rather than designing a new score function. The authors report that g-BH controls the false discovery rate at a pre-specified level without assuming dependence among p-values. They also derive bounds on the expected false positive rate based on the tailed generalized Gaussian family, and experiments on several generalized OOD benchmarks show g-BH outperforms traditional threshold-based decision rules.","solution":"N/A -- no mitigation discussed in source.","labels":["research","safety"],"sourceUrl":"http://ieeexplore.ieee.org/document/11288088","publishedAt":"2025-12-09T13:16:09.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":null,"fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}