# Income Prediction on ADULT (test) Source: [Income Prediction on ADULT (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:35.304Z Evaluation of Income Prediction performance on the test split of the ADULT dataset, reporting standard classification metrics (Accuracy, F1) alongside demographic-specific F1 scores (Gender F1, Age F1). 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 | Income Prediction | | Dataset (including any stated split) | ADULT (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [F1 (Gender)](): Higher is better; unit: PERCENT. - [F1 (Age)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CenTrain | 82.31 | Not recorded | 68fa6dc81e209131cea3c2cf | | CenTrain | 82.23 | Not recorded | 68fa6dc81e209131cea3c2cf | | CenTrain | 82.15 | Not recorded | 68fa6dc81e209131cea3c2cf | | VFL | 81.77 | Not recorded | 68fa6dc81e209131cea3c2cf | | VFL | 81.65 | Not recorded | 68fa6dc81e209131cea3c2cf | | VFL | 81.47 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairGo | 77.97 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairRec | 77.59 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairSM | 77.57 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairGo | 76.89 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairVFL | 76.74 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairRec | 76.6 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairSM | 76.3 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairVFL | 76.19 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairVFL | 75.51 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairRec | 74.89 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairGo | 74.4 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairSM | 74.04 | Not recorded | 68fa6dc81e209131cea3c2cf | ### CenTrain Accuracy: 82.31. Result ID: 698fde1c3a6c314849fc6bd2. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"CenTrain","Backbone":"AutoInt"}. This record does not assert independent reproduction. ### CenTrain Accuracy: 82.23. Result ID: 698fde1c3a6c314849fc6bd1. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"CenTrain","Backbone":"TabNet"}. This record does not assert independent reproduction. ### CenTrain Accuracy: 82.15. Result ID: 698fde1c3a6c314849fc6bd0. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"CenTrain","Backbone":"MLP"}. This record does not assert independent reproduction. ### VFL Accuracy: 81.77. Result ID: 698fde1c3a6c314849fc6bdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"VFL","Backbone":"TabNet"}. This record does not assert independent reproduction. ### VFL Accuracy: 81.65. Result ID: 698fde1c3a6c314849fc6bde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"VFL","Backbone":"AutoInt"}. This record does not assert independent reproduction. ### VFL Accuracy: 81.47. Result ID: 698fde1c3a6c314849fc6bdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"VFL","Backbone":"MLP"}. This record does not assert independent reproduction. ### FairGo Accuracy: 77.97. Result ID: 698fde1c3a6c314849fc6bd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairGo","Backbone":"MLP"}. This record does not assert independent reproduction. ### FairRec Accuracy: 77.59. Result ID: 698fde1c3a6c314849fc6bd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairRec","Backbone":"MLP"}. This record does not assert independent reproduction. ### FairSM Accuracy: 77.57. Result ID: 698fde1c3a6c314849fc6bd6. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"FairSM","Backbone":"MLP"}. This record does not assert independent reproduction. ### FairGo Accuracy: 76.89. Result ID: 698fde1c3a6c314849fc6bd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairGo","Backbone":"AutoInt"}. This record does not assert independent reproduction. ### FairVFL Accuracy: 76.74. Result ID: 698fde1c3a6c314849fc6bdf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"FairVFL","Backbone":"MLP"}. This record does not assert independent reproduction. ### FairRec Accuracy: 76.6. Result ID: 698fde1c3a6c314849fc6bdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairRec","Backbone":"AutoInt"}. This record does not assert independent reproduction. ### FairSM Accuracy: 76.3. Result ID: 698fde1c3a6c314849fc6bd8. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"FairSM","Backbone":"AutoInt"}. This record does not assert independent reproduction. ### FairVFL Accuracy: 76.19. Result ID: 698fde1c3a6c314849fc6be1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"FairVFL","Backbone":"AutoInt"}. This record does not assert independent reproduction. ### FairVFL Accuracy: 75.51. Result ID: 698fde1c3a6c314849fc6be0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"FairVFL","Backbone":"TabNet"}. This record does not assert independent reproduction. ### FairRec Accuracy: 74.89. Result ID: 698fde1c3a6c314849fc6bda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairRec","Backbone":"TabNet"}. This record does not assert independent reproduction. ### FairGo Accuracy: 74.4. Result ID: 698fde1c3a6c314849fc6bd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairGo","Backbone":"TabNet"}. This record does not assert independent reproduction. ### FairSM Accuracy: 74.04. Result ID: 698fde1c3a6c314849fc6bd7. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"FairSM","Backbone":"TabNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.