# Image Classification on CIFAR-10 (Robustness under Dirichlet and Pathological Corruption) Source: [Image Classification on CIFAR-10 (Robustness under Dirichlet and Pathological Corruption)]() Collection index: [llms.txt]() Data updated: 2026-03-31T12:02:46.973Z Evaluation of Image Classification performance on CIFAR-10, specifically measuring robustness and uncertainty estimation under various corruption settings, including Dirichlet noise and Pathological inputs. 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 | Acc (Dirichlet, alpha=0.1) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Acc (Dirichlet, alpha=0.1)](): Higher is better; unit: PERCENT. - [Acc (Dirichlet, alpha=0.5)](): Higher is better; unit: PERCENT. - [Acc (Dirichlet, alpha=1.0)](): Higher is better; unit: PERCENT. - [Acc (Pathological, level=2)](): Higher is better; unit: PERCENT. - [Acc (Pathological, level=5)](): Higher is better; unit: PERCENT. - [Acc (IID Baseline)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc (Dirichlet, alpha=0.1) | Result date | Report paper | | --- | --- | --- | --- | | FedRCO | 78.8 | Not recorded | 69cb55770636e5bf4afca34e | | FedRCO-ori | 69.5 | Not recorded | 69cb55770636e5bf4afca34e | | FedAvg | 56.3 | Not recorded | 69cb55770636e5bf4afca34e | | FedAdam | 55.7 | Not recorded | 69cb55770636e5bf4afca34e | | FedAvgM | 55.6 | Not recorded | 69cb55770636e5bf4afca34e | | FedProx | 55.3 | Not recorded | 69cb55770636e5bf4afca34e | | FedPM | 54.7 | Not recorded | 69cb55770636e5bf4afca34e | | LocalNewton | 50.9 | Not recorded | 69cb55770636e5bf4afca34e | ### FedRCO Acc (Dirichlet, alpha=0.1): 78.8. Result ID: 69cbb7e547f34ce924b52e63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Number":"100","Participation Ratio":"0.8"}. This record does not assert independent reproduction. ### FedRCO-ori Acc (Dirichlet, alpha=0.1): 69.5. Result ID: 69cbb7e547f34ce924b52e62. [Reporting paper]() Recorded evaluation configuration: {"Client Number":"100","Participation Ratio":"0.8"}. This record does not assert independent reproduction. ### FedAvg Acc (Dirichlet, alpha=0.1): 56.3. Result ID: 69cbb7e547f34ce924b52e5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Number":"100","Participation Ratio":"0.8"}. This record does not assert independent reproduction. ### FedAdam Acc (Dirichlet, alpha=0.1): 55.7. Result ID: 69cbb7e547f34ce924b52e5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Number":"100","Participation Ratio":"0.8"}. This record does not assert independent reproduction. ### FedAvgM Acc (Dirichlet, alpha=0.1): 55.6. Result ID: 69cbb7e547f34ce924b52e5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Number":"100","Participation Ratio":"0.8"}. This record does not assert independent reproduction. ### FedProx Acc (Dirichlet, alpha=0.1): 55.3. Result ID: 69cbb7e547f34ce924b52e5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Number":"100","Participation Ratio":"0.8"}. This record does not assert independent reproduction. ### FedPM Acc (Dirichlet, alpha=0.1): 54.7. Result ID: 69cbb7e547f34ce924b52e61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Number":"100","Participation Ratio":"0.8"}. This record does not assert independent reproduction. ### LocalNewton Acc (Dirichlet, alpha=0.1): 50.9. Result ID: 69cbb7e547f34ce924b52e60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Number":"100","Participation Ratio":"0.8"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.