# Outlier Detection on cover (historical) Source: [Outlier Detection on cover (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:25.078Z Evaluation of Outlier Detection performance on the historical split of the cover dataset, measured using AUROC and AUPRC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Outlier Detection | | Dataset (including any stated split) | cover (historical) | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUROC](): Higher is better; unit: PERCENT. - [AUPRC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | LODA | 98.04 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 96.13 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 93.52 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 92.96 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 91.63 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 91.4 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 90.04 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 89.64 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 89.45 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 89.32 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 88.82 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 87 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 73.72 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 69.82 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 66.15 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 62.69 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 54.04 | Not recorded | 68fa79e91e209131cea7feaf | ### LODA AUROC: 98.04. Result ID: 69b8fe5947f34ce924a0fe04. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### LOF AUROC: 96.13. Result ID: 69b8fe5947f34ce924a0fdff. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### UniOD AUROC: 93.52. Result ID: 69b8fe5947f34ce924a0fe0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 92.96. Result ID: 69b8fe5947f34ce924a0fe01. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 91.63. Result ID: 69b8fe5947f34ce924a0fe0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### kNN AUROC: 91.4. Result ID: 69b8fe5947f34ce924a0fe00. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### IF AUROC: 90.04. Result ID: 69b8fe5947f34ce924a0fe03. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### ECOD AUROC: 89.64. Result ID: 69b8fe5947f34ce924a0fe07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### DSVDD AUROC: 89.45. Result ID: 69b8fe5947f34ce924a0fe05. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. ### AE AUROC: 89.32. Result ID: 69b8fe5947f34ce924a0fe02. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### MetaOD AUROC: 88.82. Result ID: 69b8fe5947f34ce924a0fe0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### KDE AUROC: 87. Result ID: 69b8fe5947f34ce924a0fdfe. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 73.72. Result ID: 69b8fe5947f34ce924a0fe06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### DPAD AUROC: 69.82. Result ID: 69b8fe5947f34ce924a0fe0a. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### SLAD AUROC: 66.15. Result ID: 69b8fe5947f34ce924a0fe09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 62.69. Result ID: 69b8fe5947f34ce924a0fe0c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUROC: 54.04. Result ID: 69b8fe5947f34ce924a0fe08. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.