# Classification on Pokec-z Source: [Classification on Pokec-z]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:26:55.497Z Evaluation of general Classification performance on the Pokec-z dataset, reporting standard metrics (Accuracy, F1, AUC) alongside disparity metrics (∆SP, ∆EO). 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) | Pokec-z | | 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. - [SP Disparity (ΔSP)](): Lower is better; unit: SCALAR. - [EO Disparity (ΔEO)](): Lower is better; unit: SCALAR. - [Con (k=10)](): Higher is better; unit: PERCENT. - [DTI Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | XGBoost | 71.33 | Not recorded | 6a322a03d33dfb23e783ea7c | | Rej. Opt. | 71.33 | Not recorded | 6a322a03d33dfb23e783ea7c | | Reweighting | 71.12 | Not recorded | 6a322a03d33dfb23e783ea7c | | LightGBM | 70.44 | Not recorded | 6a322a03d33dfb23e783ea7c | | Gen-FVP | 69.82 | Not recorded | 6a322a03d33dfb23e783ea7c | | Diag-FSP | 69.61 | Not recorded | 6a322a03d33dfb23e783ea7c | | Gen-FSP | 69.56 | Not recorded | 6a322a03d33dfb23e783ea7c | | Gen-NSD | 69.45 | Not recorded | 6a322a03d33dfb23e783ea7c | | Diag-FVP | 69.24 | Not recorded | 6a322a03d33dfb23e783ea7c | | Diag-FSF | 68.93 | Not recorded | 6a322a03d33dfb23e783ea7c | | Gen-FSF | 68.93 | Not recorded | 6a322a03d33dfb23e783ea7c | | NIFTY | 68.88 | Not recorded | 6a322a03d33dfb23e783ea7c | | O(d)-FVP | 68.77 | Not recorded | 6a322a03d33dfb23e783ea7c | | O(d)-FSF | 68.77 | Not recorded | 6a322a03d33dfb23e783ea7c | | O(d)-NSD | 68.77 | Not recorded | 6a322a03d33dfb23e783ea7c | | O(d)-FSP | 68.56 | Not recorded | 6a322a03d33dfb23e783ea7c | | FairGNN | 67.94 | Not recorded | 6a322a03d33dfb23e783ea7c | | adv-MLP | 67.94 | Not recorded | 6a322a03d33dfb23e783ea7c | | GCN | 67.89 | Not recorded | 6a322a03d33dfb23e783ea7c | | Fair Drop | 67.83 | Not recorded | 6a322a03d33dfb23e783ea7c | | GraphSAGE | 67.78 | Not recorded | 6a322a03d33dfb23e783ea7c | | Diag-NSD | 67.68 | Not recorded | 6a322a03d33dfb23e783ea7c | | H2GCN | 67.42 | Not recorded | 6a322a03d33dfb23e783ea7c | | GAT | 67.31 | Not recorded | 6a322a03d33dfb23e783ea7c | | Log. Reg. | 67.31 | Not recorded | 6a322a03d33dfb23e783ea7c | | MLP | 66.74 | Not recorded | 6a322a03d33dfb23e783ea7c | | FairSIN | 66.68 | Not recorded | 6a322a03d33dfb23e783ea7c | | Undersampling | 66.48 | Not recorded | 6a322a03d33dfb23e783ea7c | ### XGBoost Accuracy: 71.33. Result ID: 6a324c27fbc373592c2f75ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"Tabular"}. This record does not assert independent reproduction. ### Rej. Opt. Accuracy: 71.33. Result ID: 6a324c27fbc373592c2f75bf. [Reporting paper]() Recorded evaluation configuration: {"Family":"Fair tabular"}. This record does not assert independent reproduction. ### Reweighting Accuracy: 71.12. Result ID: 6a324c27fbc373592c2f75bd. [Reporting paper]() Recorded evaluation configuration: {"Family":"Fair tabular"}. This record does not assert independent reproduction. ### LightGBM Accuracy: 70.44. Result ID: 6a324c27fbc373592c2f75bb. [Reporting paper]() Recorded evaluation configuration: {"Family":"Tabular"}. This record does not assert independent reproduction. ### Gen-FVP Accuracy: 69.82. Result ID: 6a324c27fbc373592c2f75a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Diag-FSP Accuracy: 69.61. Result ID: 6a324c27fbc373592c2f75a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Gen-FSP Accuracy: 69.56. Result ID: 6a324c27fbc373592c2f75a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Gen-NSD Accuracy: 69.45. Result ID: 6a324c27fbc373592c2f75af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"NSD"}. This record does not assert independent reproduction. ### Diag-FVP Accuracy: 69.24. Result ID: 6a324c27fbc373592c2f75a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Diag-FSF Accuracy: 68.93. Result ID: 6a324c27fbc373592c2f75aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### Gen-FSF Accuracy: 68.93. Result ID: 6a324c27fbc373592c2f75ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### NIFTY Accuracy: 68.88. Result ID: 6a324c27fbc373592c2f75b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair graph"}. This record does not assert independent reproduction. ### O(d)-FVP Accuracy: 68.77. Result ID: 6a324c27fbc373592c2f75a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### O(d)-FSF Accuracy: 68.77. Result ID: 6a324c27fbc373592c2f75ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### O(d)-NSD Accuracy: 68.77. Result ID: 6a324c27fbc373592c2f75ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"NSD"}. This record does not assert independent reproduction. ### O(d)-FSP Accuracy: 68.56. Result ID: 6a324c27fbc373592c2f75a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair NSD (Ours)"}. This record does not assert independent reproduction. ### FairGNN Accuracy: 67.94. Result ID: 6a324c27fbc373592c2f75b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair graph"}. This record does not assert independent reproduction. ### adv-MLP Accuracy: 67.94. Result ID: 6a324c27fbc373592c2f75be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair tabular"}. This record does not assert independent reproduction. ### GCN Accuracy: 67.89. Result ID: 6a324c27fbc373592c2f75b0. [Reporting paper]() Recorded evaluation configuration: {"Family":"GNN"}. This record does not assert independent reproduction. ### Fair Drop Accuracy: 67.83. Result ID: 6a324c27fbc373592c2f75b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair graph"}. This record does not assert independent reproduction. ### GraphSAGE Accuracy: 67.78. Result ID: 6a324c27fbc373592c2f75b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"GNN"}. This record does not assert independent reproduction. ### Diag-NSD Accuracy: 67.68. Result ID: 6a324c27fbc373592c2f75ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"NSD"}. This record does not assert independent reproduction. ### H2GCN Accuracy: 67.42. Result ID: 6a324c27fbc373592c2f75b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"GNN"}. This record does not assert independent reproduction. ### GAT Accuracy: 67.31. Result ID: 6a324c27fbc373592c2f75b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"GNN"}. This record does not assert independent reproduction. ### Log. Reg. Accuracy: 67.31. Result ID: 6a324c27fbc373592c2f75b9. [Reporting paper]() Recorded evaluation configuration: {"Family":"Tabular"}. This record does not assert independent reproduction. ### MLP Accuracy: 66.74. Result ID: 6a324c27fbc373592c2f75bc. [Reporting paper]() Recorded evaluation configuration: {"Family":"Tabular"}. This record does not assert independent reproduction. ### FairSIN Accuracy: 66.68. Result ID: 6a324c27fbc373592c2f75b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Fair graph"}. This record does not assert independent reproduction. ### Undersampling Accuracy: 66.48. Result ID: 6a324c27fbc373592c2f75b5. [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.