ResearchBenchmarksOut-of-Distribution Detection on MIMIC-III Newborn ICU RecordsOut-of-Distribution Detection on MIMIC-III Newborn ICU RecordsFollow0.802AUC-OODLow-Rank0.487920.569460.6510.73254Jan 30, 2026Evaluation resultsMethodMethodLinksAUC-OODAUPR-OODAUPR-InLow-RankParams=13.6k, rank=r=15Params=13.6k, rank=r=152026.010.8020.7880.824Full-RankParams=44.8kParams=44.8k2026.010.770.7590.807Deep Ens.Params=112kParams=112k2026.010.7380.7540.721LR-SVDParams=13.6kParams=13.6k2026.010.7130.7190.738Rank-1Params=23.3kParams=23.3k2026.010.7050.7420.663DeterministicParams=22.4kParams=22.4k2026.010.50.5440.456