# Node Classification on Amazon-Computer non-overlapping (5 clients) Source: [Node Classification on Amazon-Computer non-overlapping (5 clients)]() Collection index: [llms.txt]() Data updated: 2026-05-08T10:32:42.617Z Evaluation of Node Classification performance on the Amazon-Computer graph dataset, specifically using a non-overlapping partitioning scheme across 5 clients, measured by Accuracy. 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 | Node Classification | | Dataset (including any stated split) | Amazon-Computer non-overlapping (5 clients) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedGMC | 91.38 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedSSA | 91.09 | Not recorded | 697c3b53a8b01e76cc8da5f9 | | FedSSA | 91.09 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedICI | 91.07 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FED-PUB | 90.74 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedIIH | 90.74 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedPer | 89.67 | Not recorded | 69fd6e1f5497b3b670c894b5 | | Local | 89.22 | Not recorded | 697c3b53a8b01e76cc8da5f9 | | Local | 89.22 | Not recorded | 69fd6e1f5497b3b670c894b5 | | GCFL | 89.07 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedGNN | 88.08 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedGTA | 86.69 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedProx | 85.25 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedSage+ | 85.04 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedAvg | 84.88 | Not recorded | 697c3b53a8b01e76cc8da5f9 | | FedAvg | 84.88 | Not recorded | 69fd6e1f5497b3b670c894b5 | | FedTAD | 82.2 | Not recorded | 69fd6e1f5497b3b670c894b5 | | AdaFGL | 80.2 | Not recorded | 69fd6e1f5497b3b670c894b5 | ### FedGMC Accuracy: 91.38. Result ID: 69fdbbc147f34ce924e15ce8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedSSA Accuracy: 91.09. Result ID: 6998fb675698665ec4609b8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clients":"5"}. This record does not assert independent reproduction. ### FedSSA Accuracy: 91.09. Result ID: 69fdbbc147f34ce924e15ce7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedICI Accuracy: 91.07. Result ID: 69fdbbc147f34ce924e15ce6. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FED-PUB Accuracy: 90.74. Result ID: 69fdbbc147f34ce924e15ce1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedIIH Accuracy: 90.74. Result ID: 69fdbbc147f34ce924e15ce5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedPer Accuracy: 89.67. Result ID: 69fdbbc147f34ce924e15cdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### Local Accuracy: 89.22. Result ID: 6998fb675698665ec4609b8c. [Reporting paper]() Recorded evaluation configuration: {"Number of Clients":"5"}. This record does not assert independent reproduction. ### Local Accuracy: 89.22. Result ID: 69fdbbc147f34ce924e15cda. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### GCFL Accuracy: 89.07. Result ID: 69fdbbc147f34ce924e15cde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedGNN Accuracy: 88.08. Result ID: 69fdbbc147f34ce924e15cdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedGTA Accuracy: 86.69. Result ID: 69fdbbc147f34ce924e15ce2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedProx Accuracy: 85.25. Result ID: 69fdbbc147f34ce924e15cdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedSage+ Accuracy: 85.04. Result ID: 69fdbbc147f34ce924e15ce0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 84.88. Result ID: 6998fb675698665ec4609b8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clients":"5"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 84.88. Result ID: 69fdbbc147f34ce924e15cdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### FedTAD Accuracy: 82.2. Result ID: 69fdbbc147f34ce924e15ce4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. ### AdaFGL Accuracy: 80.2. Result ID: 69fdbbc147f34ce924e15ce3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.