# Outlier Detection on magic\_gamma (historical) Source: [Outlier Detection on magic\_gamma (historical)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:25.268Z Evaluation of Outlier Detection performance on the historical version of the magic\_gamma dataset, reporting 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) | magic\_gamma (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 | 80.6 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 78.38 | Not recorded | 68fa79e91e209131cea7feaf | | kNN | 76.39 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA + MLP | 73.48 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 72.99 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 72.8 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 71.17 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 70.99 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 70.1 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 70 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 69.62 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 67.59 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 65.82 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 65.63 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 64.78 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 63.91 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 55.39 | Not recorded | 68fa79e91e209131cea7feaf | ### DTE-NP AUROC: 80.6. Result ID: 69b8fe5947f34ce924a0fe3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. ### LOF AUROC: 78.38. Result ID: 69b8fe5947f34ce924a0fe32. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### kNN AUROC: 76.39. Result ID: 69b8fe5947f34ce924a0fe33. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2000"}. This record does not assert independent reproduction. ### KPCA + MLP AUROC: 73.48. Result ID: 69b8fe5947f34ce924a0fe3f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IF AUROC: 72.99. Result ID: 69b8fe5947f34ce924a0fe36. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2008"}. This record does not assert independent reproduction. ### AE AUROC: 72.8. Result ID: 69b8fe5947f34ce924a0fe35. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2006"}. This record does not assert independent reproduction. ### LODA AUROC: 71.17. Result ID: 69b8fe5947f34ce924a0fe37. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2016"}. This record does not assert independent reproduction. ### MetaOD AUROC: 70.99. Result ID: 69b8fe5947f34ce924a0fe40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### UniOD AUROC: 70.1. Result ID: 69b8fe5947f34ce924a0fe41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Ours"}. This record does not assert independent reproduction. ### KDE AUROC: 70. Result ID: 69b8fe5947f34ce924a0fe31. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"1962"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 69.62. Result ID: 69b8fe5947f34ce924a0fe34. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2001"}. This record does not assert independent reproduction. ### DSVDD AUROC: 67.59. Result ID: 69b8fe5947f34ce924a0fe38. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2018"}. This record does not assert independent reproduction. ### ICL AUROC: 65.82. Result ID: 69b8fe5947f34ce924a0fe3b. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 65.63. Result ID: 69b8fe5947f34ce924a0fe39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2021"}. This record does not assert independent reproduction. ### ECOD AUROC: 64.78. Result ID: 69b8fe5947f34ce924a0fe3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2022"}. This record does not assert independent reproduction. ### SLAD AUROC: 63.91. Result ID: 69b8fe5947f34ce924a0fe3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Release Year":"2023"}. This record does not assert independent reproduction. ### DPAD AUROC: 55.39. Result ID: 69b8fe5947f34ce924a0fe3d. [Reporting paper]() Recorded evaluation configuration: {"Release Year":"2024"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.