# Image Classification on CIFAR-10 (Alpha Threshold Accuracy) Source: [Image Classification on CIFAR-10 (Alpha Threshold Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:30.480Z Evaluation of Image Classification performance on CIFAR-10, reporting accuracy metrics calculated using specific alpha weighting thresholds (0.1, 0.3, 0.5), likely related to uncertainty or error analysis. 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 | | Metric | Accuracy (alpha=0.1) | | 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 (alpha=0.1)](): Higher is better; unit: PERCENT. - [Accuracy (alpha=0.3)](): Higher is better; unit: PERCENT. - [Accuracy (alpha=0.5)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (alpha=0.1) | Result date | Report paper | | --- | --- | --- | --- | | FuseFL | 73.79 | Not recorded | 68fa75721e209131cea67fa7 | | FuseFL | 70.85 | Not recorded | 68fa75721e209131cea67fa7 | | FuseFL | 70.46 | Not recorded | 68fa75721e209131cea67fa7 | | Ensemble | 57.5 | Not recorded | 68fa75721e209131cea67fa7 | | DENSE | 50.26 | Not recorded | 68fa75721e209131cea67fa7 | | Fed-ADI | 48.59 | Not recorded | 68fa75721e209131cea67fa7 | | Fed-DAFL | 47.34 | Not recorded | 68fa75721e209131cea67fa7 | | FedDF | 40.58 | Not recorded | 68fa75721e209131cea67fa7 | | FedAvg | 23.93 | Not recorded | 68fa75721e209131cea67fa7 | ### FuseFL Accuracy (alpha=0.1): 73.79. Result ID: 6993bf143a6c314849183c90. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (number of splitted blocks)":4,"Communication rounds":4}. This record does not assert independent reproduction. ### FuseFL Accuracy (alpha=0.1): 70.85. Result ID: 6993bf143a6c314849183c8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (number of splitted blocks)":2,"Communication rounds":2}. This record does not assert independent reproduction. ### FuseFL Accuracy (alpha=0.1): 70.46. Result ID: 6993bf143a6c314849183c91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (number of splitted blocks)":8,"Communication rounds":8}. This record does not assert independent reproduction. ### Ensemble Accuracy (alpha=0.1): 57.5. Result ID: 6993bf143a6c314849183c8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### DENSE Accuracy (alpha=0.1): 50.26. Result ID: 6993bf143a6c314849183c8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### Fed-ADI Accuracy (alpha=0.1): 48.59. Result ID: 6993bf143a6c314849183c8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### Fed-DAFL Accuracy (alpha=0.1): 47.34. Result ID: 6993bf143a6c314849183c8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### FedDF Accuracy (alpha=0.1): 40.58. Result ID: 6993bf143a6c314849183c8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### FedAvg Accuracy (alpha=0.1): 23.93. Result ID: 6993bf143a6c314849183c89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.