# Tabular Data Synthesis on Fetal Source: [Tabular Data Synthesis on Fetal]() Collection index: [llms.txt]() Data updated: 2026-06-30T08:36:36.005Z Evaluation of models performing tabular data synthesis on the Fetal dataset, focusing on operational metrics such as training time. 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 | Tabular Data Synthesis | | Dataset (including any stated split) | Fetal | | Metric | Training Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [Training Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Training Time (s) | Result date | Report paper | | --- | --- | --- | --- | | SB-GAN | 11.1 | Not recorded | 68fa7a591e209131cea82aaa | | CGAN | 11.2 | Not recorded | 68fa7a591e209131cea82aaa | | TVAE | 37.1 | Not recorded | 68fa7a591e209131cea82aaa | | ctdGAN | 42.9 | Not recorded | 68fa7a591e209131cea82aaa | | COPGAN | 62.9 | Not recorded | 68fa7a591e209131cea82aaa | | CTGAN | 64 | Not recorded | 68fa7a591e209131cea82aaa | | CTAB-GAN+ | 258.6 | Not recorded | 68fa7a591e209131cea82aaa | ### SB-GAN Training Time (s): 11.1. Result ID: 6a437ff9fbc373592c94b3ee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CGAN Training Time (s): 11.2. Result ID: 6a437ff9fbc373592c94b3ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TVAE Training Time (s): 37.1. Result ID: 6a437ff9fbc373592c94b3ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ctdGAN Training Time (s): 42.9. Result ID: 6a437ff9fbc373592c94b3f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPGAN Training Time (s): 62.9. Result ID: 6a437ff9fbc373592c94b3eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CTGAN Training Time (s): 64. Result ID: 6a437ff9fbc373592c94b3ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CTAB-GAN+ Training Time (s): 258.6. Result ID: 6a437ff9fbc373592c94b3ec. [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.