# Adversarial Attack Detection on CIFAR-100 PGD-10 (l\_inf, 16/255) 1.0 Source: [Adversarial Attack Detection on CIFAR-100 PGD-10 (l\_inf, 16/255) 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:59.260Z Evaluation of a model's ability to detect adversarial examples generated specifically using the PGD-10 attack (L-infinity norm, perturbation size 16/255) on the CIFAR-100 dataset, measured using TPR-95 and AUC. 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 | Adversarial Attack Detection | | Dataset (including any stated split) | CIFAR-100 PGD-10 (l\_inf, 16/255) 1.0 | | Metric | TPR-95 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [TPR-95](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | TPR-95 | Result date | Report paper | | --- | --- | --- | --- | | RR | 22.2 | Not recorded | 68fa6c291e209131cea32724 | | SNet | 22.02 | Not recorded | 68fa6c291e209131cea32724 | | EBD | 21.8 | Not recorded | 68fa6c291e209131cea32724 | | EBD | 20.5 | Not recorded | 68fa6c291e209131cea32724 | | RR | 19.89 | Not recorded | 68fa6c291e209131cea32724 | | SNet | 19.48 | Not recorded | 68fa6c291e209131cea32724 | | LID | 18.97 | Not recorded | 68fa6c291e209131cea32724 | | GMM | 18.95 | Not recorded | 68fa6c291e209131cea32724 | | GDA\* | 18.65 | Not recorded | 68fa6c291e209131cea32724 | | KD | 18.19 | Not recorded | 68fa6c291e209131cea32724 | | GDA | 17.75 | Not recorded | 68fa6c291e209131cea32724 | | GDA\* | 17.04 | Not recorded | 68fa6c291e209131cea32724 | | LID | 16.86 | Not recorded | 68fa6c291e209131cea32724 | | GMM | 16.69 | Not recorded | 68fa6c291e209131cea32724 | | KD | 16.39 | Not recorded | 68fa6c291e209131cea32724 | | GDA | 16.17 | Not recorded | 68fa6c291e209131cea32724 | ### RR TPR-95: 22.2. Result ID: 698ee417729b416a4aa59ad9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### SNet TPR-95: 22.02. Result ID: 698ee417729b416a4aa59ad7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### EBD TPR-95: 21.8. Result ID: 698ee417729b416a4aa59ad8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### EBD TPR-95: 20.5. Result ID: 698ee417729b416a4aa59ad0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### RR TPR-95: 19.89. Result ID: 698ee417729b416a4aa59ad1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SNet TPR-95: 19.48. Result ID: 698ee417729b416a4aa59acf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### LID TPR-95: 18.97. Result ID: 698ee417729b416a4aa59ad3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### GMM TPR-95: 18.95. Result ID: 698ee417729b416a4aa59ad6. [Reporting paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### GDA\* TPR-95: 18.65. Result ID: 698ee417729b416a4aa59ad5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### KD TPR-95: 18.19. Result ID: 698ee417729b416a4aa59ad2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### GDA TPR-95: 17.75. Result ID: 698ee417729b416a4aa59ad4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### GDA\* TPR-95: 17.04. Result ID: 698ee417729b416a4aa59acd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### LID TPR-95: 16.86. Result ID: 698ee417729b416a4aa59acb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GMM TPR-95: 16.69. Result ID: 698ee417729b416a4aa59ace. [Reporting paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### KD TPR-95: 16.39. Result ID: 698ee417729b416a4aa59aca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GDA TPR-95: 16.17. Result ID: 698ee417729b416a4aa59acc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.