# Synthetic Network Generation on DBLP (GFDL Metrics) Source: [Synthetic Network Generation on DBLP (GFDL Metrics)]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:36:59.508Z Evaluation of models generating synthetic networks based on the DBLP dataset, assessed using GFDL1 and GFDL2 metrics. 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 | GFDL1 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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](): Higher is better; unit: SCALAR. - [GFDL2](): Higher is better; unit: SCALAR. ## Recorded results | Method | GFDL1 | Result date | Report paper | | --- | --- | --- | --- | | GRAN | 18.35 | Not recorded | 6a1e6394dbd7150506f85231 | | mKPGM | 17.47 | Not recorded | 6a1e6394dbd7150506f85231 | | GraphMaker | 17.45 | Not recorded | 6a1e6394dbd7150506f85231 | | ER | 17.39 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 17.26 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 17.17 | Not recorded | 6a1e6394dbd7150506f85231 | | BTER | 13.84 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 13.69 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 9.51 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 7.86 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 7.22 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 6.92 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 6.17 | Not recorded | 6a1e6394dbd7150506f85231 | | EDGE | 5.27 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 3.8 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 3.46 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 3.35 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 3.17 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 3.03 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 2.54 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.91 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 1.69 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.6 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 1.57 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 1.57 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 1.51 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.31 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.14 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.13 | Not recorded | 6a1e6394dbd7150506f85231 | ### GRAN GFDL1: 18.35. Result ID: 6a1ea425fbc373592c192928. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"128"}. This record does not assert independent reproduction. ### mKPGM GFDL1: 17.47. Result ID: 6a1ea425fbc373592c19292f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphMaker GFDL1: 17.45. Result ID: 6a1ea425fbc373592c19292c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ER GFDL1: 17.39. Result ID: 6a1ea425fbc373592c19292d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAN GFDL1: 17.26. Result ID: 6a1ea425fbc373592c192929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"256"}. This record does not assert independent reproduction. ### GRAN GFDL1: 17.17. Result ID: 6a1ea425fbc373592c19292a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"512"}. This record does not assert independent reproduction. ### BTER GFDL1: 13.84. Result ID: 6a1ea425fbc373592c19292e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGAE GFDL1: 13.69. Result ID: 6a1ea425fbc373592c192922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1: 9.51. Result ID: 6a1ea425fbc373592c192919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1: 7.86. Result ID: 6a1ea425fbc373592c19291c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1: 7.22. Result ID: 6a1ea425fbc373592c19291b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1: 6.92. Result ID: 6a1ea425fbc373592c192918. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1: 6.17. Result ID: 6a1ea425fbc373592c19291a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### EDGE GFDL1: 5.27. Result ID: 6a1ea425fbc373592c19292b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D GFDL1: 3.8. Result ID: 6a1ea425fbc373592c192913. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-D GFDL1: 3.46. Result ID: 6a1ea425fbc373592c192917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-D GFDL1: 3.35. Result ID: 6a1ea425fbc373592c192915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-D GFDL1: 3.17. Result ID: 6a1ea425fbc373592c192916. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-D GFDL1: 3.03. Result ID: 6a1ea425fbc373592c192914. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### VGAE GFDL1: 2.54. Result ID: 6a1ea425fbc373592c192923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### SyNG-R GFDL1: 1.91. Result ID: 6a1ea425fbc373592c19291d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### VGAE GFDL1: 1.69. Result ID: 6a1ea425fbc373592c192926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-R GFDL1: 1.6. Result ID: 6a1ea425fbc373592c19291e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### VGAE GFDL1: 1.57. Result ID: 6a1ea425fbc373592c192924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### VGAE GFDL1: 1.57. Result ID: 6a1ea425fbc373592c192925. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### VGAE GFDL1: 1.51. Result ID: 6a1ea425fbc373592c192927. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"16"}. This record does not assert independent reproduction. ### SyNG-R GFDL1: 1.31. Result ID: 6a1ea425fbc373592c19291f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-R GFDL1: 1.14. Result ID: 6a1ea425fbc373592c192921. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-R GFDL1: 1.13. Result ID: 6a1ea425fbc373592c192920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.