# Synthetic Network Generation on DBLP Source: [Synthetic Network Generation on DBLP]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:36:59.224Z Evaluation of models generating synthetic networks based on the DBLP dataset, assessed using metrics comparing 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) | DBLP | | Metric | Transitivity | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Transitivity](): Higher is better; unit: SCALAR. - [Eigenvalue MMD](): Lower is better; unit: SCALAR. - [Degree-centrality MMD](): Lower is better; unit: SCALAR. - [Clustering Coefficient](): Higher is better; unit: SCALAR. - [Largest Eigenvalue](): Higher is better; unit: SCALAR. - [Degree Centrality](): Higher is better; unit: SCALAR. ## Recorded results | Method | Transitivity | Result date | Report paper | | --- | --- | --- | --- | | mKPGM | 8 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 7.99 | Not recorded | 6a1e6394dbd7150506f85231 | | GraphMaker | 7.98 | Not recorded | 6a1e6394dbd7150506f85231 | | E-R | 7.96 | Not recorded | 6a1e6394dbd7150506f85231 | | BTER | 6.09 | Not recorded | 6a1e6394dbd7150506f85231 | | CELL | 4.68 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 3.63 | Not recorded | 6a1e6394dbd7150506f85231 | | EDGE | 2.2 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 1.58 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.43 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 0.58 | Not recorded | 6a1e6394dbd7150506f85231 | ### mKPGM Transitivity: 8. Result ID: 6a1ea425fbc373592c1928b4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAN Transitivity: 7.99. Result ID: 6a1ea425fbc373592c1928b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphMaker Transitivity: 7.98. Result ID: 6a1ea425fbc373592c1928b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E-R Transitivity: 7.96. Result ID: 6a1ea425fbc373592c1928b2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BTER Transitivity: 6.09. Result ID: 6a1ea425fbc373592c1928b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CELL Transitivity: 4.68. Result ID: 6a1ea425fbc373592c1928b9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D Transitivity: 3.63. Result ID: 6a1ea425fbc373592c1928bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Estimator":"MLP"}. This record does not assert independent reproduction. ### EDGE Transitivity: 2.2. Result ID: 6a1ea425fbc373592c1928b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D Transitivity: 1.58. Result ID: 6a1ea425fbc373592c1928ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Estimator":"Tree-based"}. This record does not assert independent reproduction. ### SyNG-R Transitivity: 1.43. Result ID: 6a1ea425fbc373592c1928bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGAE Transitivity: 0.58. Result ID: 6a1ea425fbc373592c1928b5. [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.