# Privacy Preservation on Beijing (test) Source: [Privacy Preservation on Beijing (test)]() Collection index: [llms.txt]() Data updated: 2026-05-19T11:12:28.474Z Evaluation of Privacy Preservation performance on the test split of the Beijing dataset, measured using the 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) | Beijing (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 | 100 | Not recorded | 6a0beee9dbc836b87d82c83c | | TabDDPM | 80.11 | Not recorded | 6a0beee9dbc836b87d82c83c | | RANDCORETABKDE | 63.5 | Not recorded | 6a0beee9dbc836b87d82c83c | | VAESIMPLEKDE | 60.73 | Not recorded | 6a0beee9dbc836b87d82c83c | | VAETABKDE | 60.42 | Not recorded | 6a0beee9dbc836b87d82c83c | | SIMPLE-KDE | 55.42 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABKDE | 55.15 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABKDE | 54.6 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABKDE | 54.24 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABSYN | 53.2 | Not recorded | 6a0beee9dbc836b87d82c83c | | CORETABKDE | 51.17 | Not recorded | 6a0beee9dbc836b87d82c83c | | CoDi | 50.87 | Not recorded | 6a0beee9dbc836b87d82c83c | | PGE-TABSYN | 50.67 | Not recorded | 6a0beee9dbc836b87d82c83c | | STaSy | 50.59 | Not recorded | 6a0beee9dbc836b87d82c83c | | TABDIFF | 50.5 | Not recorded | 6a0beee9dbc836b87d82c83c | | COPULADIFF | 50.29 | Not recorded | 6a0beee9dbc836b87d82c83c | ### SMOTE DCR Score: 100. Result ID: 6a0c4525fbc373592c033e51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Implementation":"Our reproduction"}. This record does not assert independent reproduction. ### TabDDPM DCR Score: 80.11. Result ID: 6a0c4525fbc373592c033e54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RANDCORETABKDE DCR Score: 63.5. Result ID: 6a0c4525fbc373592c033e5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VAESIMPLEKDE DCR Score: 60.73. Result ID: 6a0c4525fbc373592c033e59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VAETABKDE DCR Score: 60.42. Result ID: 6a0c4525fbc373592c033e5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SIMPLE-KDE DCR Score: 55.42. Result ID: 6a0c4525fbc373592c033e5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TABKDE DCR Score: 55.15. Result ID: 6a0c4525fbc373592c033e5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"seed":"change the seed"}. This record does not assert independent reproduction. ### TABKDE DCR Score: 54.6. Result ID: 6a0c4525fbc373592c033e5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"seed":"keep the seed"}. This record does not assert independent reproduction. ### TABKDE DCR Score: 54.24. Result ID: 6a0c4525fbc373592c033e60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"seed":"default"}. This record does not assert independent reproduction. ### TABSYN DCR Score: 53.2. Result ID: 6a0c4525fbc373592c033e55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Implementation":"Our reproduction"}. This record does not assert independent reproduction. ### CORETABKDE DCR Score: 51.17. Result ID: 6a0c4525fbc373592c033e5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoDi DCR Score: 50.87. Result ID: 6a0c4525fbc373592c033e53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PGE-TABSYN DCR Score: 50.67. Result ID: 6a0c4525fbc373592c033e57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STaSy DCR Score: 50.59. Result ID: 6a0c4525fbc373592c033e52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TABDIFF DCR Score: 50.5. Result ID: 6a0c4525fbc373592c033e56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPULADIFF DCR Score: 50.29. Result ID: 6a0c4525fbc373592c033e58. [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.