# Image Classification on CIFAR-10 (val) (Accuracy) Source: [Image Classification on CIFAR-10 (val) (Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-19T07:21:14.119Z Evaluation of Image Classification performance on the validation split of the CIFAR-10 dataset, reporting standard 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 | Image Classification | | Dataset (including any stated split) | CIFAR-10 (val) | | Metric | Accuracy | | Unit | PERCENT | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SignMuon | 92.15 | Not recorded | 6a0bee81dbc836b87d82c309 | | Dist-SignMuon | 92.02 | Not recorded | 6a0bee81dbc836b87d82c309 | | Dist-SignMuon | 90.56 | Not recorded | 6a0bee81dbc836b87d82c309 | | Adam | 89.71 | Not recorded | 6a0bee81dbc836b87d82c309 | | Dist-Muon | 89.09 | Not recorded | 6a0bee81dbc836b87d82c309 | | Muon | 89.02 | Not recorded | 6a0bee81dbc836b87d82c309 | | Dist-Adam | 88.9 | Not recorded | 6a0bee81dbc836b87d82c309 | | SignAdam | 88.24 | Not recorded | 6a0bee81dbc836b87d82c309 | | Dist-SignAdam | 87.72 | Not recorded | 6a0bee81dbc836b87d82c309 | | SignSGD | 87.44 | Not recorded | 6a0bee81dbc836b87d82c309 | ### SignMuon Accuracy: 92.15. Result ID: 6a0c0d71fbc373592c01a4bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"512","LR":"0.001","NS":"1","WD":"0.0"}. This record does not assert independent reproduction. ### Dist-SignMuon Accuracy: 92.02. Result ID: 6a0c0d71fbc373592c01a4c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"128","LR":"0.001","NS":"1","WD":"0.0"}. This record does not assert independent reproduction. ### Dist-SignMuon Accuracy: 90.56. Result ID: 6a0c0d71fbc373592c01a4c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"512","LR":"0.001","NS":"1","WD":"0.0"}. This record does not assert independent reproduction. ### Adam Accuracy: 89.71. Result ID: 6a0c0d71fbc373592c01a4c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"512","LR":"0.001"}. This record does not assert independent reproduction. ### Dist-Muon Accuracy: 89.09. Result ID: 6a0c0d71fbc373592c01a4c3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"128","LR":"0.01","NS":"1","WD":"0.0"}. This record does not assert independent reproduction. ### Muon Accuracy: 89.02. Result ID: 6a0c0d71fbc373592c01a4c4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"512","LR":"0.1","NS":"1","WD":"0.0"}. This record does not assert independent reproduction. ### Dist-Adam Accuracy: 88.9. Result ID: 6a0c0d71fbc373592c01a4c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"128","LR":"0.001"}. This record does not assert independent reproduction. ### SignAdam Accuracy: 88.24. Result ID: 6a0c0d71fbc373592c01a4c6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"512","LR":"0.001"}. This record does not assert independent reproduction. ### Dist-SignAdam Accuracy: 87.72. Result ID: 6a0c0d71fbc373592c01a4c7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"128","LR":"0.0001"}. This record does not assert independent reproduction. ### SignSGD Accuracy: 87.44. Result ID: 6a0c0d71fbc373592c01a4c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","BS":"512","LR":"0.001"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.