# Federated Learning Classification on EMNIST dir(alpha=0.1) (test) Source: [Federated Learning Classification on EMNIST dir(alpha=0.1) (test)]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:45:29.522Z Evaluation of Federated Learning Classification performance on the EMNIST dataset configured with a Dirichlet distribution shift (alpha=0.1) applied to the test split. 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 Classification | | Dataset (including any stated split) | EMNIST dir(alpha=0.1) (test) | | Metric | Max r\_k(theta) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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 - [Max r\_k(theta)](): Lower is better; unit: SCALAR. - [Min r\_k(theta)](): Higher is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. - [Variance r\_k(theta)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Max r\_k(theta) | Result date | Report paper | | --- | --- | --- | --- | | EAGLE | 0.063 | Not recorded | 69cca6a20636e5bf4afcbc4a | | EAGLE | 0.091 | Not recorded | 69cca6a20636e5bf4afcbc4a | | q-FFL | 0.097 | Not recorded | 69cca6a20636e5bf4afcbc4a | | AFL | 0.144 | Not recorded | 69cca6a20636e5bf4afcbc4a | | EAGLE | 0.153 | Not recorded | 69cca6a20636e5bf4afcbc4a | | EAGLE | 0.178 | Not recorded | 69cca6a20636e5bf4afcbc4a | | EAGLE | 0.192 | Not recorded | 69cca6a20636e5bf4afcbc4a | | q-FFL | 0.244 | Not recorded | 69cca6a20636e5bf4afcbc4a | | FedAvg | 0.294 | Not recorded | 69cca6a20636e5bf4afcbc4a | | q-FFL | 0.386 | Not recorded | 69cca6a20636e5bf4afcbc4a | ### EAGLE Max r\_k(theta): 0.063. Result ID: 69ccdb1647f34ce924b6a07c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"1.0","Backbone":"CNN"}. This record does not assert independent reproduction. ### EAGLE Max r\_k(theta): 0.091. Result ID: 69ccdb1647f34ce924b6a07b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"0.1","Backbone":"CNN"}. This record does not assert independent reproduction. ### q-FFL Max r\_k(theta): 0.097. Result ID: 69ccdb1647f34ce924b6a078. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"1.0","Backbone":"CNN"}. This record does not assert independent reproduction. ### AFL Max r\_k(theta): 0.144. Result ID: 69ccdb1647f34ce924b6a076. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CNN"}. This record does not assert independent reproduction. ### EAGLE Max r\_k(theta): 0.153. Result ID: 69ccdb1647f34ce924b6a07e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"3.0","Backbone":"CNN"}. This record does not assert independent reproduction. ### EAGLE Max r\_k(theta): 0.178. Result ID: 69ccdb1647f34ce924b6a07d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"2.0","Backbone":"CNN"}. This record does not assert independent reproduction. ### EAGLE Max r\_k(theta): 0.192. Result ID: 69ccdb1647f34ce924b6a07f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"5.0","Backbone":"CNN"}. This record does not assert independent reproduction. ### q-FFL Max r\_k(theta): 0.244. Result ID: 69ccdb1647f34ce924b6a079. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"3.0","Backbone":"CNN"}. This record does not assert independent reproduction. ### FedAvg Max r\_k(theta): 0.294. Result ID: 69ccdb1647f34ce924b6a077. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CNN"}. This record does not assert independent reproduction. ### q-FFL Max r\_k(theta): 0.386. Result ID: 69ccdb1647f34ce924b6a07a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"5.0","Backbone":"CNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.