# Federated Graph Learning on Social Across-dataset Source: [Federated Graph Learning on Social Across-dataset]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:41.459Z Evaluation of Federated Graph Learning performance across a collection of social network datasets, focusing on transmission time and total operational time 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 | Federated Graph Learning | | Dataset (including any stated split) | Social Across-dataset | | Metric | Transmission Time | | Unit | TIME | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [Transmission Time](): Lower is better; unit: TIME. - [Total Time](): Lower is better; unit: TIME. ## Recorded results | Method | Transmission Time | Result date | Report paper | | --- | --- | --- | --- | | CeFGC\* | 6.16 | Not recorded | 69730072b2be0ed85a78c92a | | CeFGC | 14.56 | Not recorded | 69730072b2be0ed85a78c92a | | GCFL+ | 32.44 | Not recorded | 69730072b2be0ed85a78c92a | | MOON | 48.83 | Not recorded | 69730072b2be0ed85a78c92a | | FedDC | 52.07 | Not recorded | 69730072b2be0ed85a78c92a | | FedAvg | 63.59 | Not recorded | 69730072b2be0ed85a78c92a | | FedStar | 84.9 | Not recorded | 69730072b2be0ed85a78c92a | | FedProx | 88.89 | Not recorded | 69730072b2be0ed85a78c92a | | CeFGC\* | 277.28 | Not recorded | 69730072b2be0ed85a78c92a | | CeFGC | 655.19 | Not recorded | 69730072b2be0ed85a78c92a | | GCFL+ | 1459.89 | Not recorded | 69730072b2be0ed85a78c92a | | MOON | 2197.14 | Not recorded | 69730072b2be0ed85a78c92a | | FedDC | 2343.13 | Not recorded | 69730072b2be0ed85a78c92a | | FedAvg | 2861.39 | Not recorded | 69730072b2be0ed85a78c92a | | FedStar | 3820.39 | Not recorded | 69730072b2be0ed85a78c92a | | FedProx | 4000.1 | Not recorded | 69730072b2be0ed85a78c92a | ### CeFGC\* Transmission Time: 6.16. Result ID: 699923615698665ec48ab76e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"LAN (45 Mb/s)"}. This record does not assert independent reproduction. ### CeFGC Transmission Time: 14.56. Result ID: 699923615698665ec48ab76c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"LAN (45 Mb/s)"}. This record does not assert independent reproduction. ### GCFL+ Transmission Time: 32.44. Result ID: 699923615698665ec48ab768. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"LAN (45 Mb/s)"}. This record does not assert independent reproduction. ### MOON Transmission Time: 48.83. Result ID: 699923615698665ec48ab766. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"LAN (45 Mb/s)"}. This record does not assert independent reproduction. ### FedDC Transmission Time: 52.07. Result ID: 699923615698665ec48ab764. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"LAN (45 Mb/s)"}. This record does not assert independent reproduction. ### FedAvg Transmission Time: 63.59. Result ID: 699923615698665ec48ab760. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"LAN (45 Mb/s)"}. This record does not assert independent reproduction. ### FedStar Transmission Time: 84.9. Result ID: 699923615698665ec48ab76a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"LAN (45 Mb/s)"}. This record does not assert independent reproduction. ### FedProx Transmission Time: 88.89. Result ID: 699923615698665ec48ab762. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"LAN (45 Mb/s)"}. This record does not assert independent reproduction. ### CeFGC\* Transmission Time: 277.28. Result ID: 699923615698665ec48ab76f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WAN (1 Mb/s)"}. This record does not assert independent reproduction. ### CeFGC Transmission Time: 655.19. Result ID: 699923615698665ec48ab76d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WAN (1 Mb/s)"}. This record does not assert independent reproduction. ### GCFL+ Transmission Time: 1459.89. Result ID: 699923615698665ec48ab769. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WAN (1 Mb/s)"}. This record does not assert independent reproduction. ### MOON Transmission Time: 2197.14. Result ID: 699923615698665ec48ab767. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"WAN (1 Mb/s)"}. This record does not assert independent reproduction. ### FedDC Transmission Time: 2343.13. Result ID: 699923615698665ec48ab765. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"WAN (1 Mb/s)"}. This record does not assert independent reproduction. ### FedAvg Transmission Time: 2861.39. Result ID: 699923615698665ec48ab761. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WAN (1 Mb/s)"}. This record does not assert independent reproduction. ### FedStar Transmission Time: 3820.39. Result ID: 699923615698665ec48ab76b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WAN (1 Mb/s)"}. This record does not assert independent reproduction. ### FedProx Transmission Time: 4000.1. Result ID: 699923615698665ec48ab763. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WAN (1 Mb/s)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.