# Classification on Adult Dataset (acc, F1-score) Source: [Classification on Adult Dataset (acc, F1-score)]() Collection index: [llms.txt]() Data updated: 2026-04-20T07:13:58.562Z Evaluation of Classification performance on the Adult Dataset, reporting Accuracy and F1-score. 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 Dataset | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | NP Baseline | 85.92 | Not recorded | 69e5b3137d0172140ec7e03f | | NP Baseline | 85.28 | Not recorded | 69e5b3137d0172140ec7e03f | | NP Baseline | 84.52 | Not recorded | 69e5b3137d0172140ec7e03f | | DPDSyn | 84.29 | Not recorded | 69e5b3137d0172140ec7e03f | | DPDSyn | 84.29 | Not recorded | 69e5b3137d0172140ec7e03f | | DPDSyn | 83.98 | Not recorded | 69e5b3137d0172140ec7e03f | | ABSyn | 83.86 | Not recorded | 69e5b3137d0172140ec7e03f | | AIM | 83.79 | Not recorded | 69e5b3137d0172140ec7e03f | | AIM | 83.68 | Not recorded | 69e5b3137d0172140ec7e03f | | PrivMRF | 83.66 | Not recorded | 69e5b3137d0172140ec7e03f | | ABSyn | 83.52 | Not recorded | 69e5b3137d0172140ec7e03f | | AIM | 83.51 | Not recorded | 69e5b3137d0172140ec7e03f | | ABSyn | 83.47 | Not recorded | 69e5b3137d0172140ec7e03f | | PrivMRF | 83.42 | Not recorded | 69e5b3137d0172140ec7e03f | | PrivMRF | 83.31 | Not recorded | 69e5b3137d0172140ec7e03f | | PrivPetal | 82.91 | Not recorded | 69e5b3137d0172140ec7e03f | | PrivPetal | 82.37 | Not recorded | 69e5b3137d0172140ec7e03f | | PrivPetal | 82.28 | Not recorded | 69e5b3137d0172140ec7e03f | | MST | 79.93 | Not recorded | 69e5b3137d0172140ec7e03f | | MWEM | 79.18 | Not recorded | 69e5b3137d0172140ec7e03f | | MWEM | 78.93 | Not recorded | 69e5b3137d0172140ec7e03f | | MST | 78.45 | Not recorded | 69e5b3137d0172140ec7e03f | | MWEM | 78.32 | Not recorded | 69e5b3137d0172140ec7e03f | | MST | 77.71 | Not recorded | 69e5b3137d0172140ec7e03f | | PrivSyn | 76.53 | Not recorded | 69e5b3137d0172140ec7e03f | | PrivSyn | 74.26 | Not recorded | 69e5b3137d0172140ec7e03f | | PrivSyn | 69.59 | Not recorded | 69e5b3137d0172140ec7e03f | | DP GAN | 56.04 | Not recorded | 69e5b3137d0172140ec7e03f | | DP GAN | 54.09 | Not recorded | 69e5b3137d0172140ec7e03f | | DP GAN | 53.06 | Not recorded | 69e5b3137d0172140ec7e03f | ### NP Baseline Accuracy: 85.92. Result ID: 69e5d1cf47f34ce924cb8d5d. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### NP Baseline Accuracy: 85.28. Result ID: 69e5d1cf47f34ce924cb8d5b. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### NP Baseline Accuracy: 84.52. Result ID: 69e5d1cf47f34ce924cb8d5c. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. ### DPDSyn Accuracy: 84.29. Result ID: 69e5d1cf47f34ce924cb8d76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### DPDSyn Accuracy: 84.29. Result ID: 69e5d1cf47f34ce924cb8d78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### DPDSyn Accuracy: 83.98. Result ID: 69e5d1cf47f34ce924cb8d77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. ### ABSyn Accuracy: 83.86. Result ID: 69e5d1cf47f34ce924cb8d60. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### AIM Accuracy: 83.79. Result ID: 69e5d1cf47f34ce924cb8d6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### AIM Accuracy: 83.68. Result ID: 69e5d1cf47f34ce924cb8d6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### PrivMRF Accuracy: 83.66. Result ID: 69e5d1cf47f34ce924cb8d66. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### ABSyn Accuracy: 83.52. Result ID: 69e5d1cf47f34ce924cb8d5e. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### AIM Accuracy: 83.51. Result ID: 69e5d1cf47f34ce924cb8d6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. ### ABSyn Accuracy: 83.47. Result ID: 69e5d1cf47f34ce924cb8d5f. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. ### PrivMRF Accuracy: 83.42. Result ID: 69e5d1cf47f34ce924cb8d64. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### PrivMRF Accuracy: 83.31. Result ID: 69e5d1cf47f34ce924cb8d65. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. ### PrivPetal Accuracy: 82.91. Result ID: 69e5d1cf47f34ce924cb8d69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### PrivPetal Accuracy: 82.37. Result ID: 69e5d1cf47f34ce924cb8d67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### PrivPetal Accuracy: 82.28. Result ID: 69e5d1cf47f34ce924cb8d68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. ### MST Accuracy: 79.93. Result ID: 69e5d1cf47f34ce924cb8d6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. ### MWEM Accuracy: 79.18. Result ID: 69e5d1cf47f34ce924cb8d71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. ### MWEM Accuracy: 78.93. Result ID: 69e5d1cf47f34ce924cb8d70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### MST Accuracy: 78.45. Result ID: 69e5d1cf47f34ce924cb8d6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### MWEM Accuracy: 78.32. Result ID: 69e5d1cf47f34ce924cb8d72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### MST Accuracy: 77.71. Result ID: 69e5d1cf47f34ce924cb8d6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### PrivSyn Accuracy: 76.53. Result ID: 69e5d1cf47f34ce924cb8d62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. ### PrivSyn Accuracy: 74.26. Result ID: 69e5d1cf47f34ce924cb8d61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### PrivSyn Accuracy: 69.59. Result ID: 69e5d1cf47f34ce924cb8d63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### DP GAN Accuracy: 56.04. Result ID: 69e5d1cf47f34ce924cb8d75. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"FT-Transformer"}. This record does not assert independent reproduction. ### DP GAN Accuracy: 54.09. Result ID: 69e5d1cf47f34ce924cb8d73. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"MLP"}. This record does not assert independent reproduction. ### DP GAN Accuracy: 53.06. Result ID: 69e5d1cf47f34ce924cb8d74. [Reporting paper]() Recorded evaluation configuration: {"Downstream Model":"SVM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.