# Synthetic Network Generation on YouTube Source: [Synthetic Network Generation on YouTube]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:36:59.258Z Evaluation of synthetic network generation models using the YouTube dataset, assessed using spectral properties (Eigenvalue MMD) and degree distribution similarity (Degree-centrality MMD). 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 | Synthetic Network Generation | | Dataset (including any stated split) | YouTube | | Metric | Eigenvalue MMD | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 - [Eigenvalue MMD](): Lower is better; unit: SCALAR. - [Degree-centrality MMD](): Lower is better; unit: SCALAR. - [Triangle Clustering MMD](): Lower is better; unit: SCALAR. - [Clustering Coefficient MMD](): Lower is better; unit: SCALAR. ## Recorded results | Method | Eigenvalue MMD | Result date | Report paper | | --- | --- | --- | --- | | SyNG-D | 0.38 | Not recorded | 6a1e6394dbd7150506f85231 | | CELL | 2.17 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 2.61 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 2.61 | Not recorded | 6a1e6394dbd7150506f85231 | | EDGE | 4.44 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 4.47 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 4.47 | Not recorded | 6a1e6394dbd7150506f85231 | | BTER | 6.42 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 7.88 | Not recorded | 6a1e6394dbd7150506f85231 | | HiGen | 16 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 17.2 | Not recorded | 6a1e6394dbd7150506f85231 | | mKPGM | 22.38 | Not recorded | 6a1e6394dbd7150506f85231 | | GraphMaker | 23.13 | Not recorded | 6a1e6394dbd7150506f85231 | | E-R | 25.96 | Not recorded | 6a1e6394dbd7150506f85231 | ### SyNG-D Eigenvalue MMD: 0.38. Result ID: 6a1ea425fbc373592c1928f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"estimator":"MLP"}. This record does not assert independent reproduction. ### CELL Eigenvalue MMD: 2.17. Result ID: 6a1ea425fbc373592c1928f0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D Eigenvalue MMD: 2.61. Result ID: 6a1ea425fbc373592c1928ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D Eigenvalue MMD: 2.61. Result ID: 6a1ea425fbc373592c1928f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"estimator":"tree-based"}. This record does not assert independent reproduction. ### EDGE Eigenvalue MMD: 4.44. Result ID: 6a1ea425fbc373592c1928ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-R Eigenvalue MMD: 4.47. Result ID: 6a1ea425fbc373592c1928ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-R Eigenvalue MMD: 4.47. Result ID: 6a1ea425fbc373592c1928f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BTER Eigenvalue MMD: 6.42. Result ID: 6a1ea425fbc373592c1928ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAN Eigenvalue MMD: 7.88. Result ID: 6a1ea425fbc373592c1928ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiGen Eigenvalue MMD: 16. Result ID: 6a1ea425fbc373592c1928af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGAE Eigenvalue MMD: 17.2. Result ID: 6a1ea425fbc373592c1928ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### mKPGM Eigenvalue MMD: 22.38. Result ID: 6a1ea425fbc373592c1928eb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphMaker Eigenvalue MMD: 23.13. Result ID: 6a1ea425fbc373592c1928ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E-R Eigenvalue MMD: 25.96. Result ID: 6a1ea425fbc373592c1928e9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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