# Image Classification on MNIST (test) (Accuracy by Rho/Zeta Parameters) Source: [Image Classification on MNIST (test) (Accuracy by Rho/Zeta Parameters)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:33.487Z Evaluation of Image Classification performance on the MNIST test set, reporting average test accuracy under specific parameter settings (rho and zeta) for the evaluation methodology. 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) | MNIST (test) | | Metric | Accuracy (rho=0.4, zeta=0.8) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 (rho=0.4, zeta=0.8)](): Higher is better; unit: PERCENT. - [Accuracy (rho=0.2, zeta=0.4)](): Higher is better; unit: PERCENT. - [Accuracy (rho=0.1, zeta=0.0)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (rho=0.4, zeta=0.8) | Result date | Report paper | | --- | --- | --- | --- | | FedEFC | 71.35 | Not recorded | 68fa7ad61e209131cea8571e | | FedNoRo | 70.17 | Not recorded | 68fa7ad61e209131cea8571e | | RoFL | 68.5 | Not recorded | 68fa7ad61e209131cea8571e | | confident learning | 68.38 | Not recorded | 68fa7ad61e209131cea8571e | | forward correction | 67.69 | Not recorded | 68fa7ad61e209131cea8571e | | FedProx | 67.13 | Not recorded | 68fa7ad61e209131cea8571e | | FedDitto | 66.7 | Not recorded | 68fa7ad61e209131cea8571e | | FedAvg | 66.63 | Not recorded | 68fa7ad61e209131cea8571e | | FedCorr | 65.71 | Not recorded | 68fa7ad61e209131cea8571e | ### FedEFC Accuracy (rho=0.4, zeta=0.8): 71.35. Result ID: 699ae1995698665ec4718252. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction. ### FedNoRo Accuracy (rho=0.4, zeta=0.8): 70.17. Result ID: 699ae1995698665ec471824f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction. ### RoFL Accuracy (rho=0.4, zeta=0.8): 68.5. Result ID: 699ae1995698665ec471824e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction. ### confident learning Accuracy (rho=0.4, zeta=0.8): 68.38. Result ID: 699ae1995698665ec4718250. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction. ### forward correction Accuracy (rho=0.4, zeta=0.8): 67.69. Result ID: 699ae1995698665ec4718251. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction. ### FedProx Accuracy (rho=0.4, zeta=0.8): 67.13. Result ID: 699ae1995698665ec471824c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction. ### FedDitto Accuracy (rho=0.4, zeta=0.8): 66.7. Result ID: 699ae1995698665ec471824b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction. ### FedAvg Accuracy (rho=0.4, zeta=0.8): 66.63. Result ID: 699ae1995698665ec471824a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction. ### FedCorr Accuracy (rho=0.4, zeta=0.8): 65.71. Result ID: 699ae1995698665ec471824d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha\_dir":10,"p":0.5}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.