# Image Classification on EMNIST alpha = 0.1 Source: [Image Classification on EMNIST alpha = 0.1]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:45:29.553Z Evaluation of Image Classification performance on the EMNIST dataset under the specific configuration alpha = 0.1, utilizing ranking metrics (r\_k(theta)) alongside standard 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) | EMNIST alpha = 0.1 | | Metric | Max r\_k(theta) | | Unit | SCALAR | | Direction | Higher 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)](): Higher is better; unit: SCALAR. - [Min r\_k(theta)](): Higher is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. - [V r\_k(theta)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Max r\_k(theta) | Result date | Report paper | | --- | --- | --- | --- | | EAGLE | 0.203 | Not recorded | 69cca6a20636e5bf4afcbc4a | | AFL | 0.152 | Not recorded | 69cca6a20636e5bf4afcbc4a | | q-FFL | 0.118 | Not recorded | 69cca6a20636e5bf4afcbc4a | | q-FFL | 0.109 | Not recorded | 69cca6a20636e5bf4afcbc4a | | EAGLE | 0.107 | Not recorded | 69cca6a20636e5bf4afcbc4a | | FedAvg | 0.106 | Not recorded | 69cca6a20636e5bf4afcbc4a | | q-FFL | 0.104 | Not recorded | 69cca6a20636e5bf4afcbc4a | | EAGLE | 0.096 | Not recorded | 69cca6a20636e5bf4afcbc4a | | EAGLE | 0.094 | Not recorded | 69cca6a20636e5bf4afcbc4a | | EAGLE | 0.073 | Not recorded | 69cca6a20636e5bf4afcbc4a | ### EAGLE Max r\_k(theta): 0.203. Result ID: 69ccdb1647f34ce924b6a089. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1","lambda":"5.0"}. This record does not assert independent reproduction. ### AFL Max r\_k(theta): 0.152. Result ID: 69ccdb1647f34ce924b6a080. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1"}. This record does not assert independent reproduction. ### q-FFL Max r\_k(theta): 0.118. Result ID: 69ccdb1647f34ce924b6a084. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1","q":"5.0"}. This record does not assert independent reproduction. ### q-FFL Max r\_k(theta): 0.109. Result ID: 69ccdb1647f34ce924b6a083. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1","q":"3.0"}. This record does not assert independent reproduction. ### EAGLE Max r\_k(theta): 0.107. Result ID: 69ccdb1647f34ce924b6a088. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1","lambda":"3.0"}. This record does not assert independent reproduction. ### FedAvg Max r\_k(theta): 0.106. Result ID: 69ccdb1647f34ce924b6a081. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1"}. This record does not assert independent reproduction. ### q-FFL Max r\_k(theta): 0.104. Result ID: 69ccdb1647f34ce924b6a082. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1","q":"1.0"}. This record does not assert independent reproduction. ### EAGLE Max r\_k(theta): 0.096. Result ID: 69ccdb1647f34ce924b6a085. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1","lambda":"0.1"}. This record does not assert independent reproduction. ### EAGLE Max r\_k(theta): 0.094. Result ID: 69ccdb1647f34ce924b6a087. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1","lambda":"2.0"}. This record does not assert independent reproduction. ### EAGLE Max r\_k(theta): 0.073. Result ID: 69ccdb1647f34ce924b6a086. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear","Heterogeneity Parameter (alpha)":"0.1","lambda":"1.0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.