# Image Classification on CIFAR-10 Second Session Transition 1.0 Source: [Image Classification on CIFAR-10 Second Session Transition 1.0]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:23:52.943Z Evaluation of Image Classification performance on the CIFAR-10 Second Session Transition 1.0 dataset, reporting Proposed, Continuous, Previous, and Average scores. 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 Second Session Transition 1.0 | | Metric | Proposed Score | | 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 Score](): Higher is better; unit: PERCENT. - [Continuous Score](): Higher is better; unit: PERCENT. - [Previous Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Proposed Score | Result date | Report paper | | --- | --- | --- | --- | | SCAFFOLD | 72.95 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 71.33 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 70.35 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 68.44 | Not recorded | 68fa79061e209131cea7bc24 | | SCAFFOLD | 67.35 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 66.3 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 66.28 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 66.27 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 63.81 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 61.88 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 61.78 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 61.4 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 61.29 | Not recorded | 68fa79061e209131cea7bc24 | | FedACG | 59.33 | Not recorded | 68fa79061e209131cea7bc24 | | FedProx | 55.26 | Not recorded | 68fa79061e209131cea7bc24 | | MOON | 54.39 | Not recorded | 68fa79061e209131cea7bc24 | ### SCAFFOLD Proposed Score: 72.95. Result ID: 6a27db5cfbc373592c24ea36. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Score: 71.33. Result ID: 6a27db5cfbc373592c24ea3e. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Score: 70.35. Result ID: 6a27db5cfbc373592c24ea37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Score: 68.44. Result ID: 6a27db5cfbc373592c24ea32. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### SCAFFOLD Proposed Score: 67.35. Result ID: 6a27db5cfbc373592c24ea3a. [Reporting paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Score: 66.3. Result ID: 6a27db5cfbc373592c24ea35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### MOON Proposed Score: 66.28. Result ID: 6a27db5cfbc373592c24ea34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Score: 66.27. Result ID: 6a27db5cfbc373592c24ea3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Score: 63.81. Result ID: 6a27db5cfbc373592c24ea3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedACG Proposed Score: 61.88. Result ID: 6a27db5cfbc373592c24ea33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Score: 61.78. Result ID: 6a27db5cfbc373592c24ea3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.7"}. This record does not assert independent reproduction. ### FedProx Proposed Score: 61.4. Result ID: 6a27db5cfbc373592c24ea31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Score: 61.29. Result ID: 6a27db5cfbc373592c24ea30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Overlap":"0.0","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedACG Proposed Score: 59.33. Result ID: 6a27db5cfbc373592c24ea3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### FedProx Proposed Score: 55.26. Result ID: 6a27db5cfbc373592c24ea39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overlap":"0.2","Dirichlet alpha":"0.3"}. This record does not assert independent reproduction. ### MOON Proposed Score: 54.39. Result ID: 6a27db5cfbc373592c24ea38. [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. This is an index page, not the full collection.