# Federated Graph Classification on PROTEINS non-IID (test) Source: [Federated Graph Classification on PROTEINS non-IID (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:27.525Z Evaluation of federated graph classification performance on the non-IID test split of the PROTEINS dataset, measuring test accuracy, average gain, and the ratio of clients improved. 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 Classification | | Dataset (including any stated split) | PROTEINS non-IID (test) | | Metric | Average Gain | | Unit | SCALAR | | Direction | Higher 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 - [Average Gain](): Higher is better; unit: SCALAR. - [Test Accuracy](): Higher is better; unit: PERCENT. - [Ratio of Clients Improved](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Gain | Result date | Report paper | | --- | --- | --- | --- | | SEAL | 5.12 | Not recorded | 6944dbed423ea42265729981 | | SEAL-B | 4.73 | Not recorded | 6944dbed423ea42265729981 | | GCFL+ | 3.73 | Not recorded | 6944dbed423ea42265729981 | | FedAvg | 3.26 | Not recorded | 6944dbed423ea42265729981 | | FedStar | 2.56 | Not recorded | 6944dbed423ea42265729981 | | FedProx | 2.34 | Not recorded | 6944dbed423ea42265729981 | | FedNova | 2.3 | Not recorded | 6944dbed423ea42265729981 | | SCAFFOLD | 2.17 | Not recorded | 6944dbed423ea42265729981 | | GCFL+ | 1.73 | Not recorded | 6944dbed423ea42265729981 | | SEAL | 1.69 | Not recorded | 6944dbed423ea42265729981 | | SEAL-B | 1.66 | Not recorded | 6944dbed423ea42265729981 | | FedNova | 1.5 | Not recorded | 6944dbed423ea42265729981 | | FedStar | 1.37 | Not recorded | 6944dbed423ea42265729981 | | SCAFFOLD | 1.29 | Not recorded | 6944dbed423ea42265729981 | | FedProx | 1.23 | Not recorded | 6944dbed423ea42265729981 | | FedAvg | 1.05 | Not recorded | 6944dbed423ea42265729981 | ### SEAL Average Gain: 5.12. Result ID: 6999547b5698665ec4bf7580. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SEAL-B Average Gain: 4.73. Result ID: 6999547b5698665ec4bf757e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### GCFL+ Average Gain: 3.73. Result ID: 6999547b5698665ec4bf757a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedAvg Average Gain: 3.26. Result ID: 6999547b5698665ec4bf7572. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedStar Average Gain: 2.56. Result ID: 6999547b5698665ec4bf757c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedProx Average Gain: 2.34. Result ID: 6999547b5698665ec4bf7574. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedNova Average Gain: 2.3. Result ID: 6999547b5698665ec4bf7578. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SCAFFOLD Average Gain: 2.17. Result ID: 6999547b5698665ec4bf7576. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### GCFL+ Average Gain: 1.73. Result ID: 6999547b5698665ec4bf7579. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### SEAL Average Gain: 1.69. Result ID: 6999547b5698665ec4bf757f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### SEAL-B Average Gain: 1.66. Result ID: 6999547b5698665ec4bf757d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedNova Average Gain: 1.5. Result ID: 6999547b5698665ec4bf7577. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedStar Average Gain: 1.37. Result ID: 6999547b5698665ec4bf757b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### SCAFFOLD Average Gain: 1.29. Result ID: 6999547b5698665ec4bf7575. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedProx Average Gain: 1.23. Result ID: 6999547b5698665ec4bf7573. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedAvg Average Gain: 1.05. Result ID: 6999547b5698665ec4bf7571. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.