# Federated Learning Image Classification on CIFAR-10 Source: [Federated Learning Image Classification on CIFAR-10]() Collection index: [llms.txt]() Data updated: 2026-03-04T14:37:53.059Z Evaluation of Federated Learning performance for Image Classification tasks using the CIFAR-10 dataset, typically reporting classification 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 | Federated Learning Image Classification | | Dataset (including any stated split) | CIFAR-10 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FLANDERS + FedAvg | 33 | Not recorded | 68fa76061e209131cea6afdd | | FLANDERS + FedAvg | 32 | Not recorded | 68fa76061e209131cea6afdd | | FLANDERS + FedAvg | 32 | Not recorded | 68fa76061e209131cea6afdd | | FLANDERS + FedAvg | 32 | Not recorded | 68fa76061e209131cea6afdd | | FedAvg | 11 | Not recorded | 68fa76061e209131cea6afdd | | FedAvg | 10 | Not recorded | 68fa76061e209131cea6afdd | | FedAvg | 10 | Not recorded | 68fa76061e209131cea6afdd | | FedAvg | 10 | Not recorded | 68fa76061e209131cea6afdd | | FLDetector + FedAvg | 10 | Not recorded | 68fa76061e209131cea6afdd | | FLDetector + FedAvg | 10 | Not recorded | 68fa76061e209131cea6afdd | | FLDetector + FedAvg | 10 | Not recorded | 68fa76061e209131cea6afdd | | FLDetector + FedAvg | 10 | Not recorded | 68fa76061e209131cea6afdd | ### FLANDERS + FedAvg Accuracy: 33. Result ID: 69a843bd6dbb7075b94f214c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"GAUSS","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FLANDERS + FedAvg Accuracy: 32. Result ID: 69a843bd6dbb7075b94f214d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"LIE","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FLANDERS + FedAvg Accuracy: 32. Result ID: 69a843bd6dbb7075b94f214e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"OPT","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FLANDERS + FedAvg Accuracy: 32. Result ID: 69a843bd6dbb7075b94f214f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"AGR-MM","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 11. Result ID: 69a843bd6dbb7075b94f2146. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"OPT","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 10. Result ID: 69a843bd6dbb7075b94f2144. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"GAUSS","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 10. Result ID: 69a843bd6dbb7075b94f2145. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"LIE","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 10. Result ID: 69a843bd6dbb7075b94f2147. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"AGR-MM","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FLDetector + FedAvg Accuracy: 10. Result ID: 69a843bd6dbb7075b94f2148. [Reporting paper]() Recorded evaluation configuration: {"Attack Strategy":"GAUSS","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FLDetector + FedAvg Accuracy: 10. Result ID: 69a843bd6dbb7075b94f2149. [Reporting paper]() Recorded evaluation configuration: {"Attack Strategy":"LIE","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FLDetector + FedAvg Accuracy: 10. Result ID: 69a843bd6dbb7075b94f214a. [Reporting paper]() Recorded evaluation configuration: {"Attack Strategy":"OPT","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. ### FLDetector + FedAvg Accuracy: 10. Result ID: 69a843bd6dbb7075b94f214b. [Reporting paper]() Recorded evaluation configuration: {"Attack Strategy":"AGR-MM","Poisoning Ratio (r)":"0.8","Number of Rounds (T)":"50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.