# Outlier Detection on ALOI (historical) Source: [Outlier Detection on ALOI (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:24.988Z Evaluation of Outlier Detection performance on the historical split of the ALOI 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) | ALOI (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 | | --- | --- | --- | --- | | DTE-NP | 56.72 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 56.16 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 55.27 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 55.21 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 55 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 54.85 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 54.83 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 54.39 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 53.57 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 53.35 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 53.23 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 52.86 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 52.73 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 52.11 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 51.6 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 49.36 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 48.38 | Not recorded | 68fa79e91e209131cea7feaf | ### DTE-NP AUROC: 56.72. Result ID: 69b8fe5947f34ce924a0fdc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 56.16. Result ID: 69b8fe5947f34ce924a0fdc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### LOF AUROC: 55.27. Result ID: 69b8fe5947f34ce924a0fdbb. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 55.21. Result ID: 69b8fe5947f34ce924a0fdbd. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### AE AUROC: 55. Result ID: 69b8fe5947f34ce924a0fdbe. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### DSVDD AUROC: 54.85. Result ID: 69b8fe5947f34ce924a0fdc1. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. ### LODA AUROC: 54.83. Result ID: 69b8fe5947f34ce924a0fdc0. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### UniOD AUROC: 54.39. Result ID: 69b8fe5947f34ce924a0fdca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### kNN AUROC: 53.57. Result ID: 69b8fe5947f34ce924a0fdbc. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### KDE AUROC: 53.35. Result ID: 69b8fe5947f34ce924a0fdba. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### IF AUROC: 53.23. Result ID: 69b8fe5947f34ce924a0fdbf. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 52.86. Result ID: 69b8fe5947f34ce924a0fdc8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLAD AUROC: 52.73. Result ID: 69b8fe5947f34ce924a0fdc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### ICL AUROC: 52.11. Result ID: 69b8fe5947f34ce924a0fdc4. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### ECOD AUROC: 51.6. Result ID: 69b8fe5947f34ce924a0fdc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### DPAD AUROC: 49.36. Result ID: 69b8fe5947f34ce924a0fdc6. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### MetaOD AUROC: 48.38. Result ID: 69b8fe5947f34ce924a0fdc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.