# Fair Classification on Adult Source: [Fair Classification on Adult]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:39.612Z Evaluation of Fair Classification performance on the Adult dataset, focusing on disparity metrics such as Delta DP, Delta FPR, Delta EOdds, and Delta Error. 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 | Fair Classification | | Dataset (including any stated split) | Adult | | Metric | Delta DP | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [Delta DP](): Lower is better; unit: SCALAR. - [Delta FPR](): Lower is better; unit: SCALAR. - [Delta EOdds](): Lower is better; unit: SCALAR. - [Delta Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Delta DP | Result date | Report paper | | --- | --- | --- | --- | | LabelBias-DP | -0.1598 | Not recorded | 6937ad566cfd488761a4ec6f | | CostFree-DP | -0.0504 | Not recorded | 6937ad566cfd488761a4ec6f | | FairMap | 0.0024 | Not recorded | 6937ad566cfd488761a4ec6f | | LabelBias-EOdds | 0.1463 | Not recorded | 6937ad566cfd488761a4ec6f | | LatentV | 0.1473 | Not recorded | 6937ad566cfd488761a4ec6f | | IFFair-Diverse | 0.152 | Not recorded | 6937ad566cfd488761a4ec6f | | CostFree-FPR | 0.1656 | Not recorded | 6937ad566cfd488761a4ec6f | | IFFair-Uniform | 0.1657 | Not recorded | 6937ad566cfd488761a4ec6f | | LabelBias-FPR | 0.179 | Not recorded | 6937ad566cfd488761a4ec6f | | 2NB | 0.1875 | Not recorded | 6937ad566cfd488761a4ec6f | | ARL | 0.1991 | Not recorded | 6937ad566cfd488761a4ec6f | | Supreesion | 0.2013 | Not recorded | 6937ad566cfd488761a4ec6f | | Original | 0.2131 | Not recorded | 6937ad566cfd488761a4ec6f | | IPW-SY | 0.2473 | Not recorded | 6937ad566cfd488761a4ec6f | | IPW-S | 0.2634 | Not recorded | 6937ad566cfd488761a4ec6f | | ModifiedNB | 0.6003 | Not recorded | 6937ad566cfd488761a4ec6f | ### LabelBias-DP Delta DP: -0.1598. Result ID: 69997cb45698665ec4ec375c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### CostFree-DP Delta DP: -0.0504. Result ID: 69997cb45698665ec4ec375a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### FairMap Delta DP: 0.0024. Result ID: 69997cb45698665ec4ec3759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### LabelBias-EOdds Delta DP: 0.1463. Result ID: 69997cb45698665ec4ec375e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### LatentV Delta DP: 0.1473. Result ID: 69997cb45698665ec4ec3758. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### IFFair-Diverse Delta DP: 0.152. Result ID: 69997cb45698665ec4ec3761. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### CostFree-FPR Delta DP: 0.1656. Result ID: 69997cb45698665ec4ec375b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### IFFair-Uniform Delta DP: 0.1657. Result ID: 69997cb45698665ec4ec3760. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### LabelBias-FPR Delta DP: 0.179. Result ID: 69997cb45698665ec4ec375d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### 2NB Delta DP: 0.1875. Result ID: 69997cb45698665ec4ec3757. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### ARL Delta DP: 0.1991. Result ID: 69997cb45698665ec4ec375f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### Supreesion Delta DP: 0.2013. Result ID: 69997cb45698665ec4ec3753. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### Original Delta DP: 0.2131. Result ID: 69997cb45698665ec4ec3752. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### IPW-SY Delta DP: 0.2473. Result ID: 69997cb45698665ec4ec3755. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### IPW-S Delta DP: 0.2634. Result ID: 69997cb45698665ec4ec3754. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. ### ModifiedNB Delta DP: 0.6003. Result ID: 69997cb45698665ec4ec3756. [Reporting paper]() Recorded evaluation configuration: {"Classifier":"LR"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.