# Synthetic Network Generation on PolBlogs Source: [Synthetic Network Generation on PolBlogs]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:36:59.193Z Evaluation of synthetic network generation models using the PolBlogs dataset, focusing on 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) | PolBlogs | | Metric | GFDL1 Score | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 43 of 43 | | 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 - [GFDL1 Score](): Lower is better; unit: SCALAR. - [Eigenvalue MMD](): Lower is better; unit: SCALAR. - [Degree-centrality MMD](): Lower is better; unit: SCALAR. - [Link Prediction Accuracy Ratio](): Higher is better; unit: SCALAR. - [GFDL2 Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | GFDL1 Score | Result date | Report paper | | --- | --- | --- | --- | | SyNG-D | 0.72 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.76 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.81 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.83 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.86 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.86 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.87 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.88 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.89 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.97 | Not recorded | 6a1e6394dbd7150506f85231 | | EDGE | 1.14 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 1.19 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 1.23 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 1.37 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 1.41 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 1.47 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 1.95 | Not recorded | 6a1e6394dbd7150506f85231 | | BTER | 2.09 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 2.95 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 3.04 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3.08 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3.19 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3.21 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 3.37 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 3.88 | Not recorded | 6a1e6394dbd7150506f85231 | | ER | 7.8 | Not recorded | 6a1e6394dbd7150506f85231 | | mKPGM | 7.83 | Not recorded | 6a1e6394dbd7150506f85231 | | GraphMaker | 7.88 | Not recorded | 6a1e6394dbd7150506f85231 | ### SyNG-D GFDL1 Score: 0.72. Result ID: 6a1ea425fbc373592c192931. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Score: 0.76. Result ID: 6a1ea425fbc373592c192930. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 0.81. Result ID: 6a1ea425fbc373592c19293a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 0.83. Result ID: 6a1ea425fbc373592c19293b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Score: 0.86. Result ID: 6a1ea425fbc373592c192932. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 0.86. Result ID: 6a1ea425fbc373592c19293c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 0.87. Result ID: 6a1ea425fbc373592c19293d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 0.88. Result ID: 6a1ea425fbc373592c19293e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Score: 0.89. Result ID: 6a1ea425fbc373592c192933. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Score: 0.97. Result ID: 6a1ea425fbc373592c192934. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### EDGE GFDL1 Score: 1.14. Result ID: 6a1ea425fbc373592c192948. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 1.19. Result ID: 6a1ea425fbc373592c192935. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 1.23. Result ID: 6a1ea425fbc373592c192936. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 1.37. Result ID: 6a1ea425fbc373592c192939. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 1.41. Result ID: 6a1ea425fbc373592c192938. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 1.47. Result ID: 6a1ea425fbc373592c192937. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### GRAN GFDL1 Score: 1.95. Result ID: 6a1ea425fbc373592c192945. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"128"}. This record does not assert independent reproduction. ### BTER GFDL1 Score: 2.09. Result ID: 6a1ea425fbc373592c19294b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 2.95. Result ID: 6a1ea425fbc373592c19293f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 3. Result ID: 6a1ea425fbc373592c192942. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### GRAN GFDL1 Score: 3.04. Result ID: 6a1ea425fbc373592c192947. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"512"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 3.08. Result ID: 6a1ea425fbc373592c192941. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 3.19. Result ID: 6a1ea425fbc373592c192943. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 3.21. Result ID: 6a1ea425fbc373592c192940. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 3.37. Result ID: 6a1ea425fbc373592c192944. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"16"}. This record does not assert independent reproduction. ### GRAN GFDL1 Score: 3.88. Result ID: 6a1ea425fbc373592c192946. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"256"}. This record does not assert independent reproduction. ### ER GFDL1 Score: 7.8. Result ID: 6a1ea425fbc373592c19294a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### mKPGM GFDL1 Score: 7.83. Result ID: 6a1ea425fbc373592c19294c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphMaker GFDL1 Score: 7.88. Result ID: 6a1ea425fbc373592c192949. [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.