# Outlier Detection on wilt (historical) Source: [Outlier Detection on wilt (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:25.219Z Evaluation of Outlier Detection performance on the historical split of the Wilt 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) | wilt (historical) | | Metric | AUROC | | Unit | SCALAR | | 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: SCALAR. - [AUPRC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | SLAD | 0.5983 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 0.58 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 0.5757 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 0.5732 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 0.5494 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 0.5272 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 0.5261 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 0.5172 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 0.5108 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 0.4498 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 0.4491 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 0.444 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 0.4085 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 0.394 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 0.3402 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 0.323 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 0.3193 | Not recorded | 68fa79e91e209131cea7feaf | ### SLAD AUROC: 0.5983. Result ID: 69b8fe5947f34ce924a0fe1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 0.58. Result ID: 69b8fe5947f34ce924a0fe1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### ICL AUROC: 0.5757. Result ID: 69b8fe5947f34ce924a0fe19. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 0.5732. Result ID: 69b8fe5947f34ce924a0fe1d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUROC: 0.5494. Result ID: 69b8fe5947f34ce924a0fe10. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 0.5272. Result ID: 69b8fe5947f34ce924a0fe17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### UniOD AUROC: 0.5261. Result ID: 69b8fe5947f34ce924a0fe1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### MetaOD AUROC: 0.5172. Result ID: 69b8fe5947f34ce924a0fe1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### DPAD AUROC: 0.5108. Result ID: 69b8fe5947f34ce924a0fe1b. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### AE AUROC: 0.4498. Result ID: 69b8fe5947f34ce924a0fe13. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### IF AUROC: 0.4491. Result ID: 69b8fe5947f34ce924a0fe14. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### kNN AUROC: 0.444. Result ID: 69b8fe5947f34ce924a0fe11. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### LODA AUROC: 0.4085. Result ID: 69b8fe5947f34ce924a0fe15. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### ECOD AUROC: 0.394. Result ID: 69b8fe5947f34ce924a0fe18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### KDE AUROC: 0.3402. Result ID: 69b8fe5947f34ce924a0fe0f. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 0.323. Result ID: 69b8fe5947f34ce924a0fe12. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### DSVDD AUROC: 0.3193. Result ID: 69b8fe5947f34ce924a0fe16. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.