# Algorithmic Recourse on Adult (10-fold cross-validation) Source: [Algorithmic Recourse on Adult (10-fold cross-validation)]() Collection index: [llms.txt]() Data updated: 2026-05-11T09:55:00.529Z Evaluation of Algorithmic Recourse methods applied to the Adult dataset using a 10-fold cross-validation setup, measured by recourse cost, loss, invalidity, and computational time. 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 | Algorithmic Recourse | | Dataset (including any stated split) | Adult (10-fold cross-validation) | | Metric | Recourse Cost | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Recourse Cost](): Lower is better; unit: SCALAR. - [Recourse Loss](): Lower is better; unit: SCALAR. - [Invalidity](): Lower is better; unit: SCALAR. - [Computational Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Recourse Cost | Result date | Report paper | | --- | --- | --- | --- | | SOGAR | 0.03 | Not recorded | 6a0162b4dbc836b87d8232a5 | | T-CREx0.9 | 0.28 | Not recorded | 6a0162b4dbc836b87d8232a5 | | SOGAR | 0.3 | Not recorded | 6a0162b4dbc836b87d8232a5 | | T-CREx0.99 | 0.35 | Not recorded | 6a0162b4dbc836b87d8232a5 | | SOGAR | 0.35 | Not recorded | 6a0162b4dbc836b87d8232a5 | | T-CREx0.99 | 0.45 | Not recorded | 6a0162b4dbc836b87d8232a5 | | T-CREx0.99 | 0.64 | Not recorded | 6a0162b4dbc836b87d8232a5 | | T-CREx0.9 | 0.66 | Not recorded | 6a0162b4dbc836b87d8232a5 | | T-CREx0.9 | 0.7 | Not recorded | 6a0162b4dbc836b87d8232a5 | | GLANCE | 0.93 | Not recorded | 6a0162b4dbc836b87d8232a5 | | GLANCE | 0.96 | Not recorded | 6a0162b4dbc836b87d8232a5 | | GLANCE | 0.96 | Not recorded | 6a0162b4dbc836b87d8232a5 | | GLOBE-CE | 0.97 | Not recorded | 6a0162b4dbc836b87d8232a5 | | GLOBE-CE | 0.98 | Not recorded | 6a0162b4dbc836b87d8232a5 | | GLOBE-CE | 0.98 | Not recorded | 6a0162b4dbc836b87d8232a5 | ### SOGAR Recourse Cost: 0.03. Result ID: 6a01a77347f34ce924e3ff52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"DNN"}. This record does not assert independent reproduction. ### T-CREx0.9 Recourse Cost: 0.28. Result ID: 6a01a77347f34ce924e3ff5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"LightGBM"}. This record does not assert independent reproduction. ### SOGAR Recourse Cost: 0.3. Result ID: 6a01a77347f34ce924e3ff57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"XGBoost"}. This record does not assert independent reproduction. ### T-CREx0.99 Recourse Cost: 0.35. Result ID: 6a01a77347f34ce924e3ff56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"XGBoost"}. This record does not assert independent reproduction. ### SOGAR Recourse Cost: 0.35. Result ID: 6a01a77347f34ce924e3ff5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"LightGBM"}. This record does not assert independent reproduction. ### T-CREx0.99 Recourse Cost: 0.45. Result ID: 6a01a77347f34ce924e3ff5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"LightGBM"}. This record does not assert independent reproduction. ### T-CREx0.99 Recourse Cost: 0.64. Result ID: 6a01a77347f34ce924e3ff51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"DNN"}. This record does not assert independent reproduction. ### T-CREx0.9 Recourse Cost: 0.66. Result ID: 6a01a77347f34ce924e3ff50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"DNN"}. This record does not assert independent reproduction. ### T-CREx0.9 Recourse Cost: 0.7. Result ID: 6a01a77347f34ce924e3ff55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"XGBoost"}. This record does not assert independent reproduction. ### GLANCE Recourse Cost: 0.93. Result ID: 6a01a77347f34ce924e3ff59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"LightGBM"}. This record does not assert independent reproduction. ### GLANCE Recourse Cost: 0.96. Result ID: 6a01a77347f34ce924e3ff4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"DNN"}. This record does not assert independent reproduction. ### GLANCE Recourse Cost: 0.96. Result ID: 6a01a77347f34ce924e3ff54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"XGBoost"}. This record does not assert independent reproduction. ### GLOBE-CE Recourse Cost: 0.97. Result ID: 6a01a77347f34ce924e3ff58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"LightGBM"}. This record does not assert independent reproduction. ### GLOBE-CE Recourse Cost: 0.98. Result ID: 6a01a77347f34ce924e3ff4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"DNN"}. This record does not assert independent reproduction. ### GLOBE-CE Recourse Cost: 0.98. Result ID: 6a01a77347f34ce924e3ff53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier Model":"XGBoost"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.