# Classification on Adult (Accuracy and Discrimination Gya) Source: [Classification on Adult (Accuracy and Discrimination Gya)]() Collection index: [llms.txt]() Data updated: 2026-04-30T07:02:29.002Z Evaluation of Classification performance on the Adult dataset, reporting Global Model Accuracy and Global Model Discrimination (Gya). 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) | Adult | | Metric | Global Model Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Global Model Accuracy](): Higher is better; unit: PERCENT. - [Global Model Discrimination (Gya)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Global Model Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedPF | 84.5 | Not recorded | 690836f13ef7ccd74e5e535b | | FedPF | 84.2 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAA | 84.1 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAvg | 84.1 | Not recorded | 690836f13ef7ccd74e5e535b | | CENTAUR | 84.1 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAvg | 84.1 | Not recorded | 690836f13ef7ccd74e5e535b | | CENTAUR | 84.1 | Not recorded | 690836f13ef7ccd74e5e535b | | FedPF | 84.1 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAvg | 84 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAA | 84 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAA | 84 | Not recorded | 690836f13ef7ccd74e5e535b | | FedCEO | 83.9 | Not recorded | 690836f13ef7ccd74e5e535b | | CENTAUR | 83.9 | Not recorded | 690836f13ef7ccd74e5e535b | | FedCEO | 83.9 | Not recorded | 690836f13ef7ccd74e5e535b | | FedCEO | 83.9 | Not recorded | 690836f13ef7ccd74e5e535b | | FedPF | 83.8 | Not recorded | 690836f13ef7ccd74e5e535b | | FedPF | 83.7 | Not recorded | 690836f13ef7ccd74e5e535b | | FedCEO | 83.4 | Not recorded | 690836f13ef7ccd74e5e535b | | CENTAUR | 83.4 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAvg | 83.1 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAA | 83.1 | Not recorded | 690836f13ef7ccd74e5e535b | | CENTAUR | 83.1 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAA | 83.1 | Not recorded | 690836f13ef7ccd74e5e535b | | FedCEO | 82.9 | Not recorded | 690836f13ef7ccd74e5e535b | | FedAvg | 82.8 | Not recorded | 690836f13ef7ccd74e5e535b | ### FedPF Global Model Accuracy: 84.5. Result ID: 69f2fdf647f34ce924d8e1eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"2"}. This record does not assert independent reproduction. ### FedPF Global Model Accuracy: 84.2. Result ID: 69f2fdf647f34ce924d8e1d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-2"}. This record does not assert independent reproduction. ### FedAA Global Model Accuracy: 84.1. Result ID: 69f2fdf647f34ce924d8e1d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-2"}. This record does not assert independent reproduction. ### FedAvg Global Model Accuracy: 84.1. Result ID: 69f2fdf647f34ce924d8e1d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-1"}. This record does not assert independent reproduction. ### CENTAUR Global Model Accuracy: 84.1. Result ID: 69f2fdf647f34ce924d8e1db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-1"}. This record does not assert independent reproduction. ### FedAvg Global Model Accuracy: 84.1. Result ID: 69f2fdf647f34ce924d8e1dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"0"}. This record does not assert independent reproduction. ### CENTAUR Global Model Accuracy: 84.1. Result ID: 69f2fdf647f34ce924d8e1e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"0"}. This record does not assert independent reproduction. ### FedPF Global Model Accuracy: 84.1. Result ID: 69f2fdf647f34ce924d8e1e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"1"}. This record does not assert independent reproduction. ### FedAvg Global Model Accuracy: 84. Result ID: 69f2fdf647f34ce924d8e1d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-2"}. This record does not assert independent reproduction. ### FedAA Global Model Accuracy: 84. Result ID: 69f2fdf647f34ce924d8e1d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-1"}. This record does not assert independent reproduction. ### FedAA Global Model Accuracy: 84. Result ID: 69f2fdf647f34ce924d8e1de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"0"}. This record does not assert independent reproduction. ### FedCEO Global Model Accuracy: 83.9. Result ID: 69f2fdf647f34ce924d8e1d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-2"}. This record does not assert independent reproduction. ### CENTAUR Global Model Accuracy: 83.9. Result ID: 69f2fdf647f34ce924d8e1d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-2"}. This record does not assert independent reproduction. ### FedCEO Global Model Accuracy: 83.9. Result ID: 69f2fdf647f34ce924d8e1da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-1"}. This record does not assert independent reproduction. ### FedCEO Global Model Accuracy: 83.9. Result ID: 69f2fdf647f34ce924d8e1df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"0"}. This record does not assert independent reproduction. ### FedPF Global Model Accuracy: 83.8. Result ID: 69f2fdf647f34ce924d8e1e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"0"}. This record does not assert independent reproduction. ### FedPF Global Model Accuracy: 83.7. Result ID: 69f2fdf647f34ce924d8e1dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"-1"}. This record does not assert independent reproduction. ### FedCEO Global Model Accuracy: 83.4. Result ID: 69f2fdf647f34ce924d8e1e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"1"}. This record does not assert independent reproduction. ### CENTAUR Global Model Accuracy: 83.4. Result ID: 69f2fdf647f34ce924d8e1ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"2"}. This record does not assert independent reproduction. ### FedAvg Global Model Accuracy: 83.1. Result ID: 69f2fdf647f34ce924d8e1e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"1"}. This record does not assert independent reproduction. ### FedAA Global Model Accuracy: 83.1. Result ID: 69f2fdf647f34ce924d8e1e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"1"}. This record does not assert independent reproduction. ### CENTAUR Global Model Accuracy: 83.1. Result ID: 69f2fdf647f34ce924d8e1e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"1"}. This record does not assert independent reproduction. ### FedAA Global Model Accuracy: 83.1. Result ID: 69f2fdf647f34ce924d8e1e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"2"}. This record does not assert independent reproduction. ### FedCEO Global Model Accuracy: 82.9. Result ID: 69f2fdf647f34ce924d8e1e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"2"}. This record does not assert independent reproduction. ### FedAvg Global Model Accuracy: 82.8. Result ID: 69f2fdf647f34ce924d8e1e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy Budget (log(εp))":"2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.