# Image Classification on CIFAR-10 AA Source: [Image Classification on CIFAR-10 AA]() Collection index: [llms.txt]() Data updated: 2026-07-07T08:15:04.547Z Evaluation of Image Classification performance on the CIFAR-10 AA dataset, reporting standard accuracy alongside Area Under the ROC Curve (AUROC), Area Under the Rank Correlation (AURC), and Area Under the Generalized Rank Correlation (AUGRC) metrics. 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 AA | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [AURC](): Higher is better; unit: PERCENT. - [AUGRC](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | EV-AT | 72.13 | Not recorded | 6a4c87e185dba69fef8b2395 | | EV-AT | 71.93 | Not recorded | 6a4c87e185dba69fef8b2395 | | EV-AT | 71.77 | Not recorded | 6a4c87e185dba69fef8b2395 | | EV-AT | 71.52 | Not recorded | 6a4c87e185dba69fef8b2395 | | TRADES-AWP | 70.9 | Not recorded | 6a4c87e185dba69fef8b2395 | | IKL-AT | 69.11 | Not recorded | 6a4c87e185dba69fef8b2395 | | EV-AT | 56.49 | Not recorded | 6a4c87e185dba69fef8b2395 | | EV-AT | 55.93 | Not recorded | 6a4c87e185dba69fef8b2395 | | IKL-AT | 55.91 | Not recorded | 6a4c87e185dba69fef8b2395 | | EV-AT | 55.86 | Not recorded | 6a4c87e185dba69fef8b2395 | | EV-AT | 55.38 | Not recorded | 6a4c87e185dba69fef8b2395 | | AT-AWP | 52.76 | Not recorded | 6a4c87e185dba69fef8b2395 | | TRADES-EMFF | 51.81 | Not recorded | 6a4c87e185dba69fef8b2395 | | AT | 51.63 | Not recorded | 6a4c87e185dba69fef8b2395 | ### EV-AT Accuracy: 72.13. Result ID: 6a4cb56d60b88bb339c84a51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"AutoAug","Backbone":"WRN-34-10","Threat Model":"l\_infinity"}. This record does not assert independent reproduction. ### EV-AT Accuracy: 71.93. Result ID: 6a4cb56d60b88bb339c84a50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"Cutout","Backbone":"WRN-34-10","Threat Model":"l\_infinity"}. This record does not assert independent reproduction. ### EV-AT Accuracy: 71.77. Result ID: 6a4cb56d60b88bb339c84a4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"Basic","Backbone":"WRN-34-10","Threat Model":"l\_infinity"}. This record does not assert independent reproduction. ### EV-AT Accuracy: 71.52. Result ID: 6a4cb56d60b88bb339c84a53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"AugMix","Backbone":"WRN-34-10","Threat Model":"l\_infinity"}. This record does not assert independent reproduction. ### TRADES-AWP Accuracy: 70.9. Result ID: 6a4cb56d60b88bb339c84a4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"Cutout","Backbone":"WRN-34-10","Threat Model":"l\_infinity","Venue":"NeurIPS'20"}. This record does not assert independent reproduction. ### IKL-AT Accuracy: 69.11. Result ID: 6a4cb56d60b88bb339c84a52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Augmentation Strategy":"AugMix","Backbone":"WRN-34-10","Threat Model":"l\_infinity","Venue":"NeurIPS'24"}. This record does not assert independent reproduction. ### EV-AT Accuracy: 56.49. Result ID: 6a4cb56d60b88bb339c84a43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"Cutout","Backbone":"WRN-34-10","Threat Model":"l\_infinity"}. This record does not assert independent reproduction. ### EV-AT Accuracy: 55.93. Result ID: 6a4cb56d60b88bb339c84a47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"AugMix","Backbone":"WRN-34-10","Threat Model":"l\_infinity"}. This record does not assert independent reproduction. ### IKL-AT Accuracy: 55.91. Result ID: 6a4cb56d60b88bb339c84a44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Augmentation Strategy":"AutoAug","Backbone":"WRN-34-10","Threat Model":"l\_infinity","Venue":"NeurIPS'24"}. This record does not assert independent reproduction. ### EV-AT Accuracy: 55.86. Result ID: 6a4cb56d60b88bb339c84a45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"AutoAug","Backbone":"WRN-34-10","Threat Model":"l\_infinity"}. This record does not assert independent reproduction. ### EV-AT Accuracy: 55.38. Result ID: 6a4cb56d60b88bb339c84a41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"Basic","Backbone":"WRN-34-10","Threat Model":"l\_infinity"}. This record does not assert independent reproduction. ### AT-AWP Accuracy: 52.76. Result ID: 6a4cb56d60b88bb339c84a46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"AugMix","Backbone":"WRN-34-10","Threat Model":"l\_infinity","Venue":"NeurIPS'20"}. This record does not assert independent reproduction. ### TRADES-EMFF Accuracy: 51.81. Result ID: 6a4cb56d60b88bb339c84a42. [Reporting paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"Cutout","Backbone":"WRN-34-10","Threat Model":"l\_infinity","Venue":"TPAMI'25"}. This record does not assert independent reproduction. ### AT Accuracy: 51.63. Result ID: 6a4cb56d60b88bb339c84a40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Augmentation Strategy":"Basic","Backbone":"WRN-34-10","Threat Model":"l\_infinity","Venue":"ICML'18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.