# Classification on Compas (Accuracy, F1, AUC, and Fairness Deltas) Source: [Classification on Compas (Accuracy, F1, AUC, and Fairness Deltas)]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:26:55.672Z Evaluation of classification models on the COMPAS dataset, reporting standard metrics (Accuracy, F1, AUC) alongside specific disparity and fairness measures (Delta\_SP, Delta\_EO, Con\_k=10, DTI). 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 | Classification | | Dataset (including any stated split) | Compas | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [Delta SP](): Lower is better; unit: SCALAR. - [Delta EO](): Lower is better; unit: SCALAR. - [Consistency (k=10)](): Higher is better; unit: PERCENT. - [DTI](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Rej. Opt. | 70.06 | Not recorded | 6a322a03d33dfb23e783ea7c | | Reweighting | 68.96 | Not recorded | 6a322a03d33dfb23e783ea7c | | MLP | 67.01 | Not recorded | 6a322a03d33dfb23e783ea7c | | FairGNN | 66.88 | Not recorded | 6a322a03d33dfb23e783ea7c | | adv-MLP | 66.82 | Not recorded | 6a322a03d33dfb23e783ea7c | | O(d)-FVP | 66.43 | Not recorded | 6a322a03d33dfb23e783ea7c | | Diag-FSP | 66.43 | Not recorded | 6a322a03d33dfb23e783ea7c | | Gen-FSF | 66.43 | Not recorded | 6a322a03d33dfb23e783ea7c | | Diag-FSF | 66.17 | Not recorded | 6a322a03d33dfb23e783ea7c | | LightGBM | 66.1 | Not recorded | 6a322a03d33dfb23e783ea7c | | Gen-FVP | 66.04 | Not recorded | 6a322a03d33dfb23e783ea7c | | Fair Drop | 66.04 | Not recorded | 6a322a03d33dfb23e783ea7c | | O(d)-FSF | 65.91 | Not recorded | 6a322a03d33dfb23e783ea7c | | GCN | 65.91 | Not recorded | 6a322a03d33dfb23e783ea7c | | O(d)-FSP | 65.85 | Not recorded | 6a322a03d33dfb23e783ea7c | | Diag-NSD | 65.78 | Not recorded | 6a322a03d33dfb23e783ea7c | | Gen-FSP | 65.65 | Not recorded | 6a322a03d33dfb23e783ea7c | | Gen-NSD | 65.46 | Not recorded | 6a322a03d33dfb23e783ea7c | | H2GCN | 65.2 | Not recorded | 6a322a03d33dfb23e783ea7c | | Undersampling | 65.2 | Not recorded | 6a322a03d33dfb23e783ea7c | | FairSIN | 64.74 | Not recorded | 6a322a03d33dfb23e783ea7c | | O(d)-NSD | 63.64 | Not recorded | 6a322a03d33dfb23e783ea7c | | XGBoost | 63.64 | Not recorded | 6a322a03d33dfb23e783ea7c | | GraphSAGE | 62.67 | Not recorded | 6a322a03d33dfb23e783ea7c | | GAT | 62.28 | Not recorded | 6a322a03d33dfb23e783ea7c | | Log. Reg. | 60.92 | Not recorded | 6a322a03d33dfb23e783ea7c | | Diag-FVP | 58.59 | Not recorded | 6a322a03d33dfb23e783ea7c | | NIFTY | 51.59 | Not recorded | 6a322a03d33dfb23e783ea7c | ### Rej. Opt. Accuracy: 70.06. Result ID: 6a324c27fbc373592c2f7613. [Reporting paper]() Recorded evaluation configuration: {"Family":"Fair tabular"}. This record does not assert independent reproduction. ### Reweighting Accuracy: 68.96. Result ID: 6a324c27fbc373592c2f7611. [Reporting paper]() Recorded evaluation configuration: {"Family":"Fair tabular"}. This record does not assert independent reproduction. ### MLP Accuracy: 67.01. Result ID: 6a324c27fbc373592c2f7610. [Reporting paper]() Recorded evaluation configuration: {"Family":"Tabular"}. This record does not assert independent reproduction. ### FairGNN Accuracy: 66.88. Result ID: 6a324c27fbc373592c2f760a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair graph"}. This record does not assert independent reproduction. ### adv-MLP Accuracy: 66.82. Result ID: 6a324c27fbc373592c2f7612. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair tabular"}. This record does not assert independent reproduction. ### O(d)-FVP Accuracy: 66.43. Result ID: 6a324c27fbc373592c2f75f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Diag-FSP Accuracy: 66.43. Result ID: 6a324c27fbc373592c2f75fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Gen-FSF Accuracy: 66.43. Result ID: 6a324c27fbc373592c2f7600. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Diag-FSF Accuracy: 66.17. Result ID: 6a324c27fbc373592c2f75fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### LightGBM Accuracy: 66.1. Result ID: 6a324c27fbc373592c2f760f. [Reporting paper]() Recorded evaluation configuration: {"Family":"Tabular"}. This record does not assert independent reproduction. ### Gen-FVP Accuracy: 66.04. Result ID: 6a324c27fbc373592c2f75fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Fair Drop Accuracy: 66.04. Result ID: 6a324c27fbc373592c2f7608. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair graph"}. This record does not assert independent reproduction. ### O(d)-FSF Accuracy: 65.91. Result ID: 6a324c27fbc373592c2f75ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### GCN Accuracy: 65.91. Result ID: 6a324c27fbc373592c2f7604. [Reporting paper]() Recorded evaluation configuration: {"Family":"GNN"}. This record does not assert independent reproduction. ### O(d)-FSP Accuracy: 65.85. Result ID: 6a324c27fbc373592c2f75fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Diag-NSD Accuracy: 65.78. Result ID: 6a324c27fbc373592c2f7601. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"NSD"}. This record does not assert independent reproduction. ### Gen-FSP Accuracy: 65.65. Result ID: 6a324c27fbc373592c2f75fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Gen-NSD Accuracy: 65.46. Result ID: 6a324c27fbc373592c2f7603. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"NSD"}. This record does not assert independent reproduction. ### H2GCN Accuracy: 65.2. Result ID: 6a324c27fbc373592c2f7607. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"GNN"}. This record does not assert independent reproduction. ### Undersampling Accuracy: 65.2. Result ID: 6a324c27fbc373592c2f7609. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair graph"}. This record does not assert independent reproduction. ### FairSIN Accuracy: 64.74. Result ID: 6a324c27fbc373592c2f760b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair graph"}. This record does not assert independent reproduction. ### O(d)-NSD Accuracy: 63.64. Result ID: 6a324c27fbc373592c2f7602. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"NSD"}. This record does not assert independent reproduction. ### XGBoost Accuracy: 63.64. Result ID: 6a324c27fbc373592c2f760e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"Tabular"}. This record does not assert independent reproduction. ### GraphSAGE Accuracy: 62.67. Result ID: 6a324c27fbc373592c2f7606. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"GNN"}. This record does not assert independent reproduction. ### GAT Accuracy: 62.28. Result ID: 6a324c27fbc373592c2f7605. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"GNN"}. This record does not assert independent reproduction. ### Log. Reg. Accuracy: 60.92. Result ID: 6a324c27fbc373592c2f760d. [Reporting paper]() Recorded evaluation configuration: {"Family":"Tabular"}. This record does not assert independent reproduction. ### Diag-FVP Accuracy: 58.59. Result ID: 6a324c27fbc373592c2f75f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### NIFTY Accuracy: 51.59. Result ID: 6a324c27fbc373592c2f760c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair graph"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.