# Accuracy Estimation (MAE) on CIFAR-10 Source: [Accuracy Estimation (MAE) on CIFAR-10]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:06.376Z Evaluation of model performance in estimating the accuracy of models trained on the CIFAR-10 dataset, specifically measured using Mean Absolute Error (MAE). 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 | Accuracy Estimation | | Dataset (including any stated split) | CIFAR-10 | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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 - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | COT | 0.355 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 0.394 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 0.406 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 0.45 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.67 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 0.843 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 0.846 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 0.928 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.952 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 1.024 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 1.357 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 1.706 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 1.763 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 1.891 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 1.945 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 1.964 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 2.477 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 2.671 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 2.956 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 3.086 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 3.16 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 3.547 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 3.842 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 3.842 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 3.968 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 5.131 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 5.265 | Not recorded | 68fa75d01e209131cea69ff5 | ### COT MAE: 0.355. Result ID: 6993e6c53a6c314849195369. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### MANO MAE: 0.394. Result ID: 6993e6c53a6c314849195359. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### MANO MAE: 0.406. Result ID: 6993e6c53a6c31484919536b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### MANO MAE: 0.45. Result ID: 6993e6c53a6c314849195362. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### COT MAE: 0.67. Result ID: 6993e6c53a6c314849195360. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### Nuclear MAE: 0.843. Result ID: 6993e6c53a6c31484919536a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### MDE MAE: 0.846. Result ID: 6993e6c53a6c314849195368. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### MDE MAE: 0.928. Result ID: 6993e6c53a6c31484919535f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### COT MAE: 0.952. Result ID: 6993e6c53a6c314849195357. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Nuclear MAE: 1.024. Result ID: 6993e6c53a6c314849195361. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### Nuclear MAE: 1.357. Result ID: 6993e6c53a6c314849195358. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### ATC MAE: 1.706. Result ID: 6993e6c53a6c31484919535c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### MDE MAE: 1.763. Result ID: 6993e6c53a6c314849195356. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Entropy MAE: 1.891. Result ID: 6993e6c53a6c31484919535b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ConfScore MAE: 1.945. Result ID: 6993e6c53a6c31484919535a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### Fréchet MAE: 1.964. Result ID: 6993e6c53a6c314849195354. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Fréchet MAE: 2.477. Result ID: 6993e6c53a6c31484919535d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### Dispersion MAE: 2.671. Result ID: 6993e6c53a6c314849195367. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### ConfScore MAE: 2.956. Result ID: 6993e6c53a6c314849195363. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### ATC MAE: 3.086. Result ID: 6993e6c53a6c314849195365. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Entropy MAE: 3.16. Result ID: 6993e6c53a6c314849195364. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Fréchet MAE: 3.547. Result ID: 6993e6c53a6c314849195366. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Dispersion MAE: 3.842. Result ID: 6993e6c53a6c314849195355. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Dispersion MAE: 3.842. Result ID: 6993e6c53a6c31484919535e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ATC MAE: 3.968. Result ID: 6993e6c53a6c314849195353. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### ConfScore MAE: 5.131. Result ID: 6993e6c53a6c314849195351. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Entropy MAE: 5.265. Result ID: 6993e6c53a6c314849195352. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.