# Federated Graph Classification on COLLAB non-IID (test) Source: [Federated Graph Classification on COLLAB non-IID (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:27.541Z Evaluation of Federated Graph Classification performance on the non-IID test split of the COLLAB dataset, reporting test accuracy, average gain, and client improvement ratios. 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) | COLLAB 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 | 7.48 | Not recorded | 6944dbed423ea42265729981 | | SEAL-B | 6.01 | Not recorded | 6944dbed423ea42265729981 | | SEAL | 5.66 | Not recorded | 6944dbed423ea42265729981 | | FedStar | 5.62 | Not recorded | 6944dbed423ea42265729981 | | SEAL-B | 4.26 | Not recorded | 6944dbed423ea42265729981 | | GCFL+ | 4.04 | Not recorded | 6944dbed423ea42265729981 | | FedNova | 3.44 | Not recorded | 6944dbed423ea42265729981 | | SCAFFOLD | 3.28 | Not recorded | 6944dbed423ea42265729981 | | FedProx | 3.2 | Not recorded | 6944dbed423ea42265729981 | | FedAvg | 2.91 | Not recorded | 6944dbed423ea42265729981 | | FedStar | 2.57 | Not recorded | 6944dbed423ea42265729981 | | GCFL+ | 2.06 | Not recorded | 6944dbed423ea42265729981 | | SCAFFOLD | 2.02 | Not recorded | 6944dbed423ea42265729981 | | FedProx | 1.89 | Not recorded | 6944dbed423ea42265729981 | | FedNova | 1.89 | Not recorded | 6944dbed423ea42265729981 | | FedAvg | 1.21 | Not recorded | 6944dbed423ea42265729981 | ### SEAL Average Gain: 7.48. Result ID: 6999547b5698665ec4bf7590. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SEAL-B Average Gain: 6.01. Result ID: 6999547b5698665ec4bf758e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SEAL Average Gain: 5.66. Result ID: 6999547b5698665ec4bf758f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedStar Average Gain: 5.62. Result ID: 6999547b5698665ec4bf758c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SEAL-B Average Gain: 4.26. Result ID: 6999547b5698665ec4bf758d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### GCFL+ Average Gain: 4.04. Result ID: 6999547b5698665ec4bf758a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedNova Average Gain: 3.44. Result ID: 6999547b5698665ec4bf7588. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### SCAFFOLD Average Gain: 3.28. Result ID: 6999547b5698665ec4bf7586. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedProx Average Gain: 3.2. Result ID: 6999547b5698665ec4bf7584. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedAvg Average Gain: 2.91. Result ID: 6999547b5698665ec4bf7582. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"true"}. This record does not assert independent reproduction. ### FedStar Average Gain: 2.57. Result ID: 6999547b5698665ec4bf758b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### GCFL+ Average Gain: 2.06. Result ID: 6999547b5698665ec4bf7589. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### SCAFFOLD Average Gain: 2.02. Result ID: 6999547b5698665ec4bf7585. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedProx Average Gain: 1.89. Result ID: 6999547b5698665ec4bf7583. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedNova Average Gain: 1.89. Result ID: 6999547b5698665ec4bf7587. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RepDec":"false"}. This record does not assert independent reproduction. ### FedAvg Average Gain: 1.21. Result ID: 6999547b5698665ec4bf7581. [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.