# Trojaned Model Detection on MNIST Resnet18 (test) Source: [Trojaned Model Detection on MNIST Resnet18 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:55.538Z Evaluation of a model's capability to detect Trojan attacks specifically on the test split of a ResNet18 model trained on MNIST, measured by Accuracy (ACC) and Area Under the Curve (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 | Trojaned Model Detection | | Dataset (including any stated split) | MNIST Resnet18 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Topo | 87 | Not recorded | 68fa6a211e209131cea2628f | | ULP | 71 | Not recorded | 68fa6a211e209131cea2628f | | NC | 65 | Not recorded | 68fa6a211e209131cea2628f | | Corr | 56 | Not recorded | 68fa6a211e209131cea2628f | | DFTND | 53 | Not recorded | 68fa6a211e209131cea2628f | ### Topo Accuracy: 87. Result ID: 698e1237ffc3901de09a9237. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"Resnet18"}. This record does not assert independent reproduction. ### ULP Accuracy: 71. Result ID: 698e1237ffc3901de09a9235. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"Resnet18"}. This record does not assert independent reproduction. ### NC Accuracy: 65. Result ID: 698e1237ffc3901de09a9233. [Reporting paper]() Recorded evaluation configuration: {"architecture":"Resnet18"}. This record does not assert independent reproduction. ### Corr Accuracy: 56. Result ID: 698e1237ffc3901de09a9236. [Reporting paper]() Recorded evaluation configuration: {"architecture":"Resnet18"}. This record does not assert independent reproduction. ### DFTND Accuracy: 53. Result ID: 698e1237ffc3901de09a9234. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"Resnet18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.