# Image Classification on CIFAR-10 original (test) (LiRA and RMIA Metrics) Source: [Image Classification on CIFAR-10 original (test) (LiRA and RMIA Metrics)]() Collection index: [llms.txt]() Data updated: 2026-03-16T10:52:04.149Z Evaluation of Image Classification performance on the original test split of the CIFAR-10 dataset, reporting standard accuracy alongside specialized LiRA and RMIA robustness 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 original (test) | | Metric | Accuracy (Test) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 (Test)](): Higher is better; unit: PERCENT. - [LiRA AUC](): Higher is better; unit: PERCENT. - [LiRA TPR @ FPR 0.1%](): Higher is better; unit: PERCENT. - [LiRA TPR @ FPR 0.1‰](): Higher is better; unit: PERCENT. - [RMIA AUC](): Higher is better; unit: PERCENT. - [RMIA TPR @ FPR 0.1%](): Higher is better; unit: PERCENT. - [RMIA TPR @ FPR 0.1‰](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Test) | Result date | Report paper | | --- | --- | --- | --- | | HAMP + CWRF | 81.43 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | CCL | 79.56 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | No Defense | 79.44 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | HAMP | 77.79 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | CCL + CWRF | 77.77 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | RelaxLoss | 77.1 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | RelaxLoss + CWRF | 76.86 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | DP-SGD + CWRF | 60.45 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | DP-SGD | 57.63 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | RelaxLoss | 57.21 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | RelaxLoss + CWRF | 56.82 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | No Defense | 56.45 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | PAST | 54.84 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | PAST + CWRF | 54.66 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | CCL | 54.25 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | CCL + CWRF | 53.45 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | HAMP + CWRF | 52.5 | Not recorded | 69b78eaa0636e5bf4afbdd6f | | HAMP | 51.62 | Not recorded | 69b78eaa0636e5bf4afbdd6f | ### HAMP + CWRF Accuracy (Test): 81.43. Result ID: 69b7e0cb47f34ce924a05bc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### CCL Accuracy (Test): 79.56. Result ID: 69b7e0cb47f34ce924a05bc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### No Defense Accuracy (Test): 79.44. Result ID: 69b7e0cb47f34ce924a05bbe. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### HAMP Accuracy (Test): 77.79. Result ID: 69b7e0cb47f34ce924a05bc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### CCL + CWRF Accuracy (Test): 77.77. Result ID: 69b7e0cb47f34ce924a05bc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### RelaxLoss Accuracy (Test): 77.1. Result ID: 69b7e0cb47f34ce924a05bbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### RelaxLoss + CWRF Accuracy (Test): 76.86. Result ID: 69b7e0cb47f34ce924a05bc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### DP-SGD + CWRF Accuracy (Test): 60.45. Result ID: 69b7e0cb47f34ce924a05bc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### DP-SGD Accuracy (Test): 57.63. Result ID: 69b7e0cb47f34ce924a05bc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### RelaxLoss Accuracy (Test): 57.21. Result ID: 69b7e0cb47f34ce924a05bc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### RelaxLoss + CWRF Accuracy (Test): 56.82. Result ID: 69b7e0cb47f34ce924a05bc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### No Defense Accuracy (Test): 56.45. Result ID: 69b7e0cb47f34ce924a05bc5. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### PAST Accuracy (Test): 54.84. Result ID: 69b7e0cb47f34ce924a05bce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### PAST + CWRF Accuracy (Test): 54.66. Result ID: 69b7e0cb47f34ce924a05bcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### CCL Accuracy (Test): 54.25. Result ID: 69b7e0cb47f34ce924a05bcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### CCL + CWRF Accuracy (Test): 53.45. Result ID: 69b7e0cb47f34ce924a05bcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### HAMP + CWRF Accuracy (Test): 52.5. Result ID: 69b7e0cb47f34ce924a05bcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. ### HAMP Accuracy (Test): 51.62. Result ID: 69b7e0cb47f34ce924a05bca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.