# Privacy Preservation on Adult (test) Source: [Privacy Preservation on Adult (test)]() Collection index: [llms.txt]() Data updated: 2026-05-19T11:12:28.367Z Evaluation of privacy preservation performance on the test split of the Adult dataset, reporting metrics such as DCR 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 | Privacy Preservation | | Dataset (including any stated split) | Adult (test) | | Metric | DCR Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [DCR Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | DCR Score | Result date | Report paper | | --- | --- | --- | --- | | SMOTE | 91.18 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABKDE | 64.41 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABKDE | 64.24 | Not recorded | 6a0beee9dbc836b87d82c83c | | SIMPLE-KDE | 63.32 | Not recorded | 6a0beee9dbc836b87d82c83c | | RANDCORETABKDE | 62.3 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABKDE | 62.23 | Not recorded | 6a0beee9dbc836b87d82c83c | | VAESIMPLEKDE | 61.33 | Not recorded | 6a0beee9dbc836b87d82c83c | | VAETABKDE | 61.28 | Not recorded | 6a0beee9dbc836b87d82c83c | | CORETABKDE | 52.59 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABSYN | 51.33 | Not recorded | 6a0beee9dbc836b87d82c83c | | TabDDPM | 51.14 | Not recorded | 6a0beee9dbc836b87d82c83c | | PGE-TABSYN | 50.38 | Not recorded | 6a0beee9dbc836b87d82c83c | | COPULADIFF | 50.34 | Not recorded | 6a0beee9dbc836b87d82c83c | | STaSy | 50.33 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABDIFF | 50.1 | Not recorded | 6a0beee9dbc836b87d82c83c | | CoDi | 49.92 | Not recorded | 6a0beee9dbc836b87d82c83c | ### SMOTE DCR Score: 91.18. Result ID: 6a0c4525fbc373592c033e21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Implementation":"Our reproduction"}. This record does not assert independent reproduction. ### TABKDE DCR Score: 64.41. Result ID: 6a0c4525fbc373592c033e2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"seed":"change the seed"}. This record does not assert independent reproduction. ### TABKDE DCR Score: 64.24. Result ID: 6a0c4525fbc373592c033e2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"seed":"keep the seed"}. This record does not assert independent reproduction. ### SIMPLE-KDE DCR Score: 63.32. Result ID: 6a0c4525fbc373592c033e2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RANDCORETABKDE DCR Score: 62.3. Result ID: 6a0c4525fbc373592c033e2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TABKDE DCR Score: 62.23. Result ID: 6a0c4525fbc373592c033e30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"seed":"default"}. This record does not assert independent reproduction. ### VAESIMPLEKDE DCR Score: 61.33. Result ID: 6a0c4525fbc373592c033e29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VAETABKDE DCR Score: 61.28. Result ID: 6a0c4525fbc373592c033e2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CORETABKDE DCR Score: 52.59. Result ID: 6a0c4525fbc373592c033e2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TABSYN DCR Score: 51.33. Result ID: 6a0c4525fbc373592c033e25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Implementation":"Our reproduction"}. This record does not assert independent reproduction. ### TabDDPM DCR Score: 51.14. Result ID: 6a0c4525fbc373592c033e24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PGE-TABSYN DCR Score: 50.38. Result ID: 6a0c4525fbc373592c033e27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPULADIFF DCR Score: 50.34. Result ID: 6a0c4525fbc373592c033e28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STaSy DCR Score: 50.33. Result ID: 6a0c4525fbc373592c033e22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TABDIFF DCR Score: 50.1. Result ID: 6a0c4525fbc373592c033e26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoDi DCR Score: 49.92. Result ID: 6a0c4525fbc373592c033e23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.