# Synthetic Network Generation on PolBlogs (Triangle, Clustering, Eigenvalue, Degree Centrality) Source: [Synthetic Network Generation on PolBlogs (Triangle, Clustering, Eigenvalue, Degree Centrality)]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:36:59.714Z Evaluation of synthetic network generation models using the PolBlogs dataset, focusing on similarity measures for triangle counts, clustering coefficients, spectral properties (Eigenvalue MMD), and degree distribution (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) | PolBlogs | | Metric | Triangle Similarity (MMD) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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 - [Triangle Similarity (MMD)](): Lower is better; unit: SCALAR. - [Clustering Coefficient Similarity (MMD)](): Lower is better; unit: SCALAR. - [Eigenvalue Similarity (MMD)](): Lower is better; unit: SCALAR. - [Degree Centrality Similarity (MMD)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Triangle Similarity (MMD) | Result date | Report paper | | --- | --- | --- | --- | | SyNG-D(MLP) | 0.59 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.71 | Not recorded | 6a1e6394dbd7150506f85231 | | EDGE | 0.79 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.83 | Not recorded | 6a1e6394dbd7150506f85231 | | BTER | 0.88 | Not recorded | 6a1e6394dbd7150506f85231 | | CELL | 1 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 1.57 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 2.07 | Not recorded | 6a1e6394dbd7150506f85231 | | E-R | 3.22 | Not recorded | 6a1e6394dbd7150506f85231 | | GraphMaker | 3.27 | Not recorded | 6a1e6394dbd7150506f85231 | | mKPGM | 3.32 | Not recorded | 6a1e6394dbd7150506f85231 | ### SyNG-D(MLP) Triangle Similarity (MMD): 0.59. Result ID: 6a1ea425fbc373592c192992. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Estimator":"MLP"}. This record does not assert independent reproduction. ### SyNG-D Triangle Similarity (MMD): 0.71. Result ID: 6a1ea425fbc373592c192991. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Estimator":"Tree-based"}. This record does not assert independent reproduction. ### EDGE Triangle Similarity (MMD): 0.79. Result ID: 6a1ea425fbc373592c19298e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-R Triangle Similarity (MMD): 0.83. Result ID: 6a1ea425fbc373592c192993. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BTER Triangle Similarity (MMD): 0.88. Result ID: 6a1ea425fbc373592c19298a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CELL Triangle Similarity (MMD): 1. Result ID: 6a1ea425fbc373592c192990. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAN Triangle Similarity (MMD): 1.57. Result ID: 6a1ea425fbc373592c19298d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGAE Triangle Similarity (MMD): 2.07. Result ID: 6a1ea425fbc373592c19298c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E-R Triangle Similarity (MMD): 3.22. Result ID: 6a1ea425fbc373592c192989. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphMaker Triangle Similarity (MMD): 3.27. Result ID: 6a1ea425fbc373592c19298f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### mKPGM Triangle Similarity (MMD): 3.32. Result ID: 6a1ea425fbc373592c19298b. [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.