# Federated Graph Classification on NCI-1 non-IID (test) Source: [Federated Graph Classification on NCI-1 non-IID (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:27.507Z Evaluation of Federated Graph Classification performance on the non-IID test split of the NCI-1 dataset, reporting test accuracy, average gain, and 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) | NCI-1 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. - [Client Improvement Ratio](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Gain | Result date | Report paper | | --- | --- | --- | --- | | SEAL | 6.05 | Not recorded | 6944dbed423ea42265729981 | | GCFL+ | 5.47 | Not recorded | 6944dbed423ea42265729981 | | SEAL-B | 5.38 | Not recorded | 6944dbed423ea42265729981 | | FedStar | 5.04 | Not recorded | 6944dbed423ea42265729981 | | SEAL | 4.94 | Not recorded | 6944dbed423ea42265729981 | | FedProx | 4.38 | Not recorded | 6944dbed423ea42265729981 | | FedNova | 3.77 | Not recorded | 6944dbed423ea42265729981 | | SEAL-B | 3.55 | Not recorded | 6944dbed423ea42265729981 | | FedStar | 3.05 | Not recorded | 6944dbed423ea42265729981 | | FedAvg | 2.73 | Not recorded | 6944dbed423ea42265729981 | | SCAFFOLD | 2.71 | Not recorded | 6944dbed423ea42265729981 | | GCFL+ | 2.19 | Not recorded | 6944dbed423ea42265729981 | | SCAFFOLD | 2.16 | Not recorded | 6944dbed423ea42265729981 | | FedNova | 2.05 | Not recorded | 6944dbed423ea42265729981 | | FedProx | 1.84 | Not recorded | 6944dbed423ea42265729981 | | FedAvg | 1.54 | Not recorded | 6944dbed423ea42265729981 | ### SEAL Average Gain: 6.05. Result ID: 6999547b5698665ec4bf7570. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### GCFL+ Average Gain: 5.47. Result ID: 6999547b5698665ec4bf756a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SEAL-B Average Gain: 5.38. Result ID: 6999547b5698665ec4bf756e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedStar Average Gain: 5.04. Result ID: 6999547b5698665ec4bf756c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SEAL Average Gain: 4.94. Result ID: 6999547b5698665ec4bf756f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedProx Average Gain: 4.38. Result ID: 6999547b5698665ec4bf7564. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedNova Average Gain: 3.77. Result ID: 6999547b5698665ec4bf7568. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SEAL-B Average Gain: 3.55. Result ID: 6999547b5698665ec4bf756d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedStar Average Gain: 3.05. Result ID: 6999547b5698665ec4bf756b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedAvg Average Gain: 2.73. Result ID: 6999547b5698665ec4bf7562. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SCAFFOLD Average Gain: 2.71. Result ID: 6999547b5698665ec4bf7566. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### GCFL+ Average Gain: 2.19. Result ID: 6999547b5698665ec4bf7569. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### SCAFFOLD Average Gain: 2.16. Result ID: 6999547b5698665ec4bf7565. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedNova Average Gain: 2.05. Result ID: 6999547b5698665ec4bf7567. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedProx Average Gain: 1.84. Result ID: 6999547b5698665ec4bf7563. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedAvg Average Gain: 1.54. Result ID: 6999547b5698665ec4bf7561. [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.