# Image Classification on CIFAR-10 Fourth Session Transition 1.0 Source: [Image Classification on CIFAR-10 Fourth Session Transition 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:23:52.981Z Evaluation of Image Classification performance on the CIFAR-10 Fourth Session Transition 1.0 dataset, reporting metrics such as Proposed, Continuous, Previous, and Average results. 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 | Image Classification | | Dataset (including any stated split) | CIFAR-10 Fourth Session Transition 1.0 | | Metric | Proposed Accuracy | | Unit | PERCENT | | 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 - [Proposed Accuracy](): Higher is better; unit: PERCENT. - [Continuous Accuracy](): Higher is better; unit: PERCENT. - [Previous Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Proposed Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SCAFFOLD | 75.12 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 73.51 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 73.23 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 70.49 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 69.46 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 69.36 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 69.13 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 69.04 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 66.36 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 66.1 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 64.73 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 64.06 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 64.05 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 62.01 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 59.97 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 59.17 | Not recorded | 68fa79061e209131cea7bc24 | ### SCAFFOLD Proposed Accuracy: 75.12. Result ID: 6a27db5cfbc373592c24ea46. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 73.51. Result ID: 6a27db5cfbc373592c24ea4e. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 73.23. Result ID: 6a27db5cfbc373592c24ea47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 70.49. Result ID: 6a27db5cfbc373592c24ea42. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 69.46. Result ID: 6a27db5cfbc373592c24ea44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Accuracy: 69.36. Result ID: 6a27db5cfbc373592c24ea4a. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 69.13. Result ID: 6a27db5cfbc373592c24ea45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 69.04. Result ID: 6a27db5cfbc373592c24ea4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 66.36. Result ID: 6a27db5cfbc373592c24ea4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 66.1. Result ID: 6a27db5cfbc373592c24ea4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 64.73. Result ID: 6a27db5cfbc373592c24ea40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 64.06. Result ID: 6a27db5cfbc373592c24ea41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 64.05. Result ID: 6a27db5cfbc373592c24ea43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedACG Proposed Accuracy: 62.01. Result ID: 6a27db5cfbc373592c24ea4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Accuracy: 59.97. Result ID: 6a27db5cfbc373592c24ea49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Accuracy: 59.17. Result ID: 6a27db5cfbc373592c24ea48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. Page 1 of 1. 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