# Outlier Detection on PageBlocks ADBench Source: [Outlier Detection on PageBlocks ADBench]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:10:24.466Z Evaluation of Outlier Detection performance on the PageBlocks ADBench 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) | PageBlocks ADBench | | 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 | | --- | --- | --- | --- | | kNN | 92.08 | Not recorded | 68fa79e91e209131cea7feaf | | AE | 91.63 | Not recorded | 68fa79e91e209131cea7feaf | | ECOD | 91.39 | Not recorded | 68fa79e91e209131cea7feaf | | KDE | 90.66 | Not recorded | 68fa79e91e209131cea7feaf | | OC-SVM | 90.37 | Not recorded | 68fa79e91e209131cea7feaf | | DSVDD | 89.72 | Not recorded | 68fa79e91e209131cea7feaf | | DTE-NP | 89.54 | Not recorded | 68fa79e91e209131cea7feaf | | IF | 89.52 | Not recorded | 68fa79e91e209131cea7feaf | | UniOD | 88.2 | Not recorded | 68fa79e91e209131cea7feaf | | LOF | 85.05 | Not recorded | 68fa79e91e209131cea7feaf | | NeutralAD | 84.17 | Not recorded | 68fa79e91e209131cea7feaf | | KPCA+MLP | 76.26 | Not recorded | 68fa79e91e209131cea7feaf | | MetaOD | 75.99 | Not recorded | 68fa79e91e209131cea7feaf | | SLAD | 74.08 | Not recorded | 68fa79e91e209131cea7feaf | | LODA | 67.94 | Not recorded | 68fa79e91e209131cea7feaf | | ICL | 62.34 | Not recorded | 68fa79e91e209131cea7feaf | | DPAD | 52.7 | Not recorded | 68fa79e91e209131cea7feaf | ### kNN AUROC: 92.08. Result ID: 69b8fe5947f34ce924a0fc4c. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### AE AUROC: 91.63. Result ID: 69b8fe5947f34ce924a0fc4e. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ECOD AUROC: 91.39. Result ID: 69b8fe5947f34ce924a0fc53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KDE AUROC: 90.66. Result ID: 69b8fe5947f34ce924a0fc4a. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### OC-SVM AUROC: 90.37. Result ID: 69b8fe5947f34ce924a0fc4d. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DSVDD AUROC: 89.72. Result ID: 69b8fe5947f34ce924a0fc51. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DTE-NP AUROC: 89.54. Result ID: 69b8fe5947f34ce924a0fc57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### IF AUROC: 89.52. Result ID: 69b8fe5947f34ce924a0fc4f. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### UniOD AUROC: 88.2. Result ID: 69b8fe5947f34ce924a0fc5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LOF AUROC: 85.05. Result ID: 69b8fe5947f34ce924a0fc4b. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### NeutralAD AUROC: 84.17. Result ID: 69b8fe5947f34ce924a0fc52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### KPCA+MLP AUROC: 76.26. Result ID: 69b8fe5947f34ce924a0fc58. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### MetaOD AUROC: 75.99. Result ID: 69b8fe5947f34ce924a0fc59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### SLAD AUROC: 74.08. Result ID: 69b8fe5947f34ce924a0fc55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### LODA AUROC: 67.94. Result ID: 69b8fe5947f34ce924a0fc50. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### ICL AUROC: 62.34. Result ID: 69b8fe5947f34ce924a0fc54. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. ### DPAD AUROC: 52.7. Result ID: 69b8fe5947f34ce924a0fc56. [Reporting paper]() Recorded evaluation configuration: {"hyperparameter tuning":"true","cross-validation":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.