# Image Classification on CIFAR-10 (test) (Communication & Speedup) Source: [Image Classification on CIFAR-10 (test) (Communication & Speedup)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:35.996Z Evaluation of Image Classification model training efficiency on the CIFAR-10 test set, focusing on communication overhead and speedup metrics. 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 (test) | | Metric | Communication Rounds | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [Communication Rounds](): Lower is better; unit: SCALAR. - [Speedup](): Higher is better; unit: SCALAR. ## Recorded results | Method | Communication Rounds | Result date | Report paper | | --- | --- | --- | --- | | A-FedPD | 131 | Not recorded | 68fa76ad1e209131cea6e624 | | FedDyn | 156 | Not recorded | 68fa76ad1e209131cea6e624 | | A-FedPDSAM | 156 | Not recorded | 68fa76ad1e209131cea6e624 | | FedSpeed | 170 | Not recorded | 68fa76ad1e209131cea6e624 | | SCAFFOLD | 207 | Not recorded | 68fa76ad1e209131cea6e624 | | A-FedPDSAM | 218 | Not recorded | 68fa76ad1e209131cea6e624 | | A-FedPD | 252 | Not recorded | 68fa76ad1e209131cea6e624 | | FedSpeed | 268 | Not recorded | 68fa76ad1e209131cea6e624 | | FedSAM | 345 | Not recorded | 68fa76ad1e209131cea6e624 | | FedDyn | 355 | Not recorded | 68fa76ad1e209131cea6e624 | | SCAFFOLD | 468 | Not recorded | 68fa76ad1e209131cea6e624 | | FedAvg | 501 | Not recorded | 68fa76ad1e209131cea6e624 | ### A-FedPD Communication Rounds: 131. Result ID: 69944a053a6c3148491c482d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"81%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### FedDyn Communication Rounds: 156. Result ID: 69944a053a6c3148491c482b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"81%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### A-FedPDSAM Communication Rounds: 156. Result ID: 69944a053a6c3148491c482e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"81%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### FedSpeed Communication Rounds: 170. Result ID: 69944a053a6c3148491c482c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"81%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### SCAFFOLD Communication Rounds: 207. Result ID: 69944a053a6c3148491c4829. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"81%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### A-FedPDSAM Communication Rounds: 218. Result ID: 69944a053a6c3148491c4833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"83.5%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### A-FedPD Communication Rounds: 252. Result ID: 69944a053a6c3148491c4832. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"83.5%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### FedSpeed Communication Rounds: 268. Result ID: 69944a053a6c3148491c4831. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"83.5%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### FedSAM Communication Rounds: 345. Result ID: 69944a053a6c3148491c482a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"81%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### FedDyn Communication Rounds: 355. Result ID: 69944a053a6c3148491c4830. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"83.5%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### SCAFFOLD Communication Rounds: 468. Result ID: 69944a053a6c3148491c482f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"83.5%","Backbone":"LeNet"}. This record does not assert independent reproduction. ### FedAvg Communication Rounds: 501. Result ID: 69944a053a6c3148491c4828. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target accuracy":"81%","Backbone":"LeNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.