# Adversarial Attack Detection on CIFAR-100 PGD-10 (l\_inf, 8/255) 1.0 Source: [Adversarial Attack Detection on CIFAR-100 PGD-10 (l\_inf, 8/255) 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:59.244Z Evaluation of a model's ability to detect adversarial examples generated specifically using the PGD-10 attack with an L-infinity norm constraint (epsilon=8/255) on the CIFAR-100 dataset, measured using metrics like 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, 8/255) 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 | 38.81 | Not recorded | 68fa6c291e209131cea32724 | | EBD | 37.76 | Not recorded | 68fa6c291e209131cea32724 | | SNet | 36.14 | Not recorded | 68fa6c291e209131cea32724 | | RR | 35.52 | Not recorded | 68fa6c291e209131cea32724 | | EBD | 34.56 | Not recorded | 68fa6c291e209131cea32724 | | GDA\* | 33.79 | Not recorded | 68fa6c291e209131cea32724 | | GMM | 33.33 | Not recorded | 68fa6c291e209131cea32724 | | LID | 33.27 | Not recorded | 68fa6c291e209131cea32724 | | SNet | 33.12 | Not recorded | 68fa6c291e209131cea32724 | | KD | 32.59 | Not recorded | 68fa6c291e209131cea32724 | | GDA | 31.64 | Not recorded | 68fa6c291e209131cea32724 | | LID | 31.6 | Not recorded | 68fa6c291e209131cea32724 | | GDA\* | 31.4 | Not recorded | 68fa6c291e209131cea32724 | | GMM | 30.48 | Not recorded | 68fa6c291e209131cea32724 | | KD | 30.23 | Not recorded | 68fa6c291e209131cea32724 | | GDA | 29.67 | Not recorded | 68fa6c291e209131cea32724 | ### RR TPR-95: 38.81. Result ID: 698ee417729b416a4aa59ac9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### EBD TPR-95: 37.76. Result ID: 698ee417729b416a4aa59ac8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### SNet TPR-95: 36.14. Result ID: 698ee417729b416a4aa59ac7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### RR TPR-95: 35.52. Result ID: 698ee417729b416a4aa59ac1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### EBD TPR-95: 34.56. Result ID: 698ee417729b416a4aa59ac0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GDA\* TPR-95: 33.79. Result ID: 698ee417729b416a4aa59ac5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### GMM TPR-95: 33.33. Result ID: 698ee417729b416a4aa59ac6. [Reporting paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### LID TPR-95: 33.27. Result ID: 698ee417729b416a4aa59ac3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### SNet TPR-95: 33.12. Result ID: 698ee417729b416a4aa59abf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### KD TPR-95: 32.59. Result ID: 698ee417729b416a4aa59ac2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### GDA TPR-95: 31.64. Result ID: 698ee417729b416a4aa59ac4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"WRN-34-10"}. This record does not assert independent reproduction. ### LID TPR-95: 31.6. Result ID: 698ee417729b416a4aa59abb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GDA\* TPR-95: 31.4. Result ID: 698ee417729b416a4aa59abd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GMM TPR-95: 30.48. Result ID: 698ee417729b416a4aa59abe. [Reporting paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### KD TPR-95: 30.23. Result ID: 698ee417729b416a4aa59aba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GDA TPR-95: 29.67. Result ID: 698ee417729b416a4aa59abc. [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.