# Unconditional Generation on Synthetic Copula Source: [Unconditional Generation on Synthetic Copula]() Collection index: [llms.txt]() Data updated: 2026-04-07T09:23:04.369Z Evaluation of Unconditional Generation performance on the Synthetic Copula dataset, measured using Wasserstein distance metrics across dimensions. 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 | Unconditional Generation | | Dataset (including any stated split) | Synthetic Copula | | Metric | Wasserstein Distance (Dim1) (x10^3) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 5 of 5 | | 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 - [Wasserstein Distance (Dim1) (x10^3)](): Lower is better; unit: SCALAR. - [Wasserstein Distance (Dim2) (x10^3)](): Lower is better; unit: SCALAR. - [Wasserstein Distance (Mean) (x10^3)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Wasserstein Distance (Dim1) (x10^3) | Result date | Report paper | | --- | --- | --- | --- | | GMRF MCVAE | 0.7 | Not recorded | 68fa7ae51e209131cea85bfb | | MoPoE | 1.9 | Not recorded | 68fa7ae51e209131cea85bfb | | MVAE | 2.7 | Not recorded | 68fa7ae51e209131cea85bfb | | MMVAE | 5.2 | Not recorded | 68fa7ae51e209131cea85bfb | | MMVAE+ | 8.1 | Not recorded | 68fa7ae51e209131cea85bfb | ### GMRF MCVAE Wasserstein Distance (Dim1) (x10^3): 0.7. Result ID: 69d4ccf747f34ce924bcdead. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MoPoE Wasserstein Distance (Dim1) (x10^3): 1.9. Result ID: 69d4ccf747f34ce924bcdeab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MVAE Wasserstein Distance (Dim1) (x10^3): 2.7. Result ID: 69d4ccf747f34ce924bcdea9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMVAE Wasserstein Distance (Dim1) (x10^3): 5.2. Result ID: 69d4ccf747f34ce924bcdeaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMVAE+ Wasserstein Distance (Dim1) (x10^3): 8.1. Result ID: 69d4ccf747f34ce924bcdeac. [Reporting 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.