# Synthetic Network Generation on YouTube (GFDL1, GFDL2) Source: [Synthetic Network Generation on YouTube (GFDL1, GFDL2)]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:36:59.451Z Evaluation of synthetic network generation models on the YouTube dataset, measured 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) | YouTube | | Metric | GFDL1 Score | | 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 Score](): Higher is better; unit: SCALAR. - [GFDL2 Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | GFDL1 Score | Result date | Report paper | | --- | --- | --- | --- | | GraphMaker | 7.97 | Not recorded | 6a1e6394dbd7150506f85231 | | ER | 7.9 | Not recorded | 6a1e6394dbd7150506f85231 | | mKPGM | 7.57 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 6.61 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 6.53 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 6.5 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 6.3 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 6.2 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 5.91 | Not recorded | 6a1e6394dbd7150506f85231 | | EDGE | 5.35 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 3.02 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 2.68 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 2.55 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 2.42 | Not recorded | 6a1e6394dbd7150506f85231 | | BTER | 2.24 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 2.08 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 1.9 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D(MLP) | 1.71 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 1.69 | Not recorded | 6a1e6394dbd7150506f85231 | | GRAN | 1.67 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 1.45 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 1.45 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 1.42 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 1.39 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.38 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.37 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.36 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.34 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 1.33 | Not recorded | 6a1e6394dbd7150506f85231 | ### GraphMaker GFDL1 Score: 7.97. Result ID: 6a1ea425fbc373592c19290f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ER GFDL1 Score: 7.9. Result ID: 6a1ea425fbc373592c192910. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### mKPGM GFDL1 Score: 7.57. Result ID: 6a1ea425fbc373592c192912. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 6.61. Result ID: 6a1ea425fbc373592c192908. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 6.53. Result ID: 6a1ea425fbc373592c192905. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 6.5. Result ID: 6a1ea425fbc373592c192906. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 6.3. Result ID: 6a1ea425fbc373592c19290a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"16"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 6.2. Result ID: 6a1ea425fbc373592c192909. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### VGAE GFDL1 Score: 5.91. Result ID: 6a1ea425fbc373592c192907. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### EDGE GFDL1 Score: 5.35. Result ID: 6a1ea425fbc373592c19290e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 3.02. Result ID: 6a1ea425fbc373592c1928fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 2.68. Result ID: 6a1ea425fbc373592c1928ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 2.55. Result ID: 6a1ea425fbc373592c1928fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### GRAN GFDL1 Score: 2.42. Result ID: 6a1ea425fbc373592c19290c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"256"}. This record does not assert independent reproduction. ### BTER GFDL1 Score: 2.24. Result ID: 6a1ea425fbc373592c192911. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 2.08. Result ID: 6a1ea425fbc373592c1928fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### GRAN GFDL1 Score: 1.9. Result ID: 6a1ea425fbc373592c19290b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"128"}. This record does not assert independent reproduction. ### SyNG-D(MLP) GFDL1 Score: 1.71. Result ID: 6a1ea425fbc373592c1928fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Score: 1.69. Result ID: 6a1ea425fbc373592c1928fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### GRAN GFDL1 Score: 1.67. Result ID: 6a1ea425fbc373592c19290d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"512"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Score: 1.45. Result ID: 6a1ea425fbc373592c1928f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Score: 1.45. Result ID: 6a1ea425fbc373592c1928f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Score: 1.42. Result ID: 6a1ea425fbc373592c1928f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-D GFDL1 Score: 1.39. Result ID: 6a1ea425fbc373592c1928f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 1.38. Result ID: 6a1ea425fbc373592c192900. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"2"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 1.37. Result ID: 6a1ea425fbc373592c192904. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"6"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 1.36. Result ID: 6a1ea425fbc373592c192903. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"5"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 1.34. Result ID: 6a1ea425fbc373592c192902. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"4"}. This record does not assert independent reproduction. ### SyNG-R GFDL1 Score: 1.33. Result ID: 6a1ea425fbc373592c192901. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Config":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.