# Image Classification on CIFAR-10 Dir-0.3 (Communication Rounds) Source: [Image Classification on CIFAR-10 Dir-0.3 (Communication Rounds)]() Collection index: [llms.txt]() Data updated: 2026-02-27T06:04:02.527Z Evaluation of Image Classification performance on the CIFAR-10 dataset variant specified as 'Dir-0.3', focusing on model convergence or efficiency measured by Communication Rounds accuracy. 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 Dir-0.3 | | Metric | Rounds to 80% Target | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [Rounds to 80% Target](): Lower is better; unit: SCALAR. - [Communication Rounds](): Lower is better; unit: SCALAR. - [Accuracy (500R)](): Higher is better; unit: PERCENT. - [Accuracy (1000R)](): Higher is better; unit: PERCENT. - [Rounds to 81% Target](): Lower is better; unit: SCALAR. - [Rounds to 85% Target](): Lower is better; unit: SCALAR. ## Recorded results | Method | Rounds to 80% Target | Result date | Report paper | | --- | --- | --- | --- | | DFedPGP | 131 | Not recorded | 68fa5bd71e209131ce9cc033 | | FedRep | 189 | Not recorded | 68fa5bd71e209131ce9cc033 | | FedPer | 262 | Not recorded | 68fa5bd71e209131ce9cc033 | | FedBABU | 270 | Not recorded | 68fa5bd71e209131ce9cc033 | | Dis-PFL | 307 | Not recorded | 68fa5bd71e209131ce9cc033 | | OSGP | 309 | Not recorded | 68fa5bd71e209131ce9cc033 | | DFedAvgM | 320 | Not recorded | 68fa5bd71e209131ce9cc033 | ### DFedPGP Rounds to 80% Target: 131. Result ID: 69a133bb35dfcabb00e578af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedRep Rounds to 80% Target: 189. Result ID: 69a133bb35dfcabb00e578aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedPer Rounds to 80% Target: 262. Result ID: 69a133bb35dfcabb00e578a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedBABU Rounds to 80% Target: 270. Result ID: 69a133bb35dfcabb00e578ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dis-PFL Rounds to 80% Target: 307. Result ID: 69a133bb35dfcabb00e578ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSGP Rounds to 80% Target: 309. Result ID: 69a133bb35dfcabb00e578ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DFedAvgM Rounds to 80% Target: 320. Result ID: 69a133bb35dfcabb00e578ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.