# Model Stealing on Mutagenicity Source: [Model Stealing on Mutagenicity]() Collection index: [llms.txt]() Data updated: 2026-06-04T09:08:59.354Z Evaluation of Model Stealing attack performance on the Mutagenicity dataset, typically measured using metrics like AUC, Fidelity, and Rank Correlation. 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 | Model Stealing | | Dataset (including any stated split) | Mutagenicity | | Metric | AUC | | 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 - [AUC](): Higher is better; unit: PERCENT. - [Fidelity](): Higher is better; unit: PERCENT. - [Rank Correlation](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Target Model Performance | 84.06 | Not recorded | 68fa791f1e209131cea7c389 | | EGSteal | 83.16 | Not recorded | 68fa791f1e209131cea7c389 | | Target | 82.57 | Not recorded | 68fa791f1e209131cea7c389 | | GNNStealing | 82.53 | Not recorded | 68fa791f1e209131cea7c389 | | EGSteal | 82.2 | Not recorded | 68fa791f1e209131cea7c389 | | GNNStealing | 81.72 | Not recorded | 68fa791f1e209131cea7c389 | | EfficientGNN | 81.31 | Not recorded | 68fa791f1e209131cea7c389 | | STEALGNN | 81.17 | Not recorded | 68fa791f1e209131cea7c389 | | STEALGNN | 81.05 | Not recorded | 68fa791f1e209131cea7c389 | | MRME | 80.83 | Not recorded | 68fa791f1e209131cea7c389 | | TS | 80.81 | Not recorded | 68fa791f1e209131cea7c389 | | DET | 79.86 | Not recorded | 68fa791f1e209131cea7c389 | | MEA-GNN | 79.85 | Not recorded | 68fa791f1e209131cea7c389 | | MEA-GNN | 79.8 | Not recorded | 68fa791f1e209131cea7c389 | | EfficientGNN | 79.38 | Not recorded | 68fa791f1e209131cea7c389 | | MRME | 79.32 | Not recorded | 68fa791f1e209131cea7c389 | | TS | 79.21 | Not recorded | 68fa791f1e209131cea7c389 | | DET | 77.25 | Not recorded | 68fa791f1e209131cea7c389 | ### Target Model Performance AUC: 84.06. Result ID: 6a2140a1fbc373592c1d07bd. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### EGSteal AUC: 83.16. Result ID: 6a2140a1fbc373592c1d07c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### Target AUC: 82.57. Result ID: 6a2140a1fbc373592c1d0763. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### GNNStealing AUC: 82.53. Result ID: 6a2140a1fbc373592c1d07c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### EGSteal AUC: 82.2. Result ID: 6a2140a1fbc373592c1d076b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### GNNStealing AUC: 81.72. Result ID: 6a2140a1fbc373592c1d0766. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### EfficientGNN AUC: 81.31. Result ID: 6a2140a1fbc373592c1d07c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### STEALGNN AUC: 81.17. Result ID: 6a2140a1fbc373592c1d076a. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### STEALGNN AUC: 81.05. Result ID: 6a2140a1fbc373592c1d07c4. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### MRME AUC: 80.83. Result ID: 6a2140a1fbc373592c1d07c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### TS AUC: 80.81. Result ID: 6a2140a1fbc373592c1d07be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### DET AUC: 79.86. Result ID: 6a2140a1fbc373592c1d0769. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### MEA-GNN AUC: 79.85. Result ID: 6a2140a1fbc373592c1d07bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### MEA-GNN AUC: 79.8. Result ID: 6a2140a1fbc373592c1d0765. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### EfficientGNN AUC: 79.38. Result ID: 6a2140a1fbc373592c1d0767. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### MRME AUC: 79.32. Result ID: 6a2140a1fbc373592c1d0768. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### TS AUC: 79.21. Result ID: 6a2140a1fbc373592c1d0764. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### DET AUC: 77.25. Result ID: 6a2140a1fbc373592c1d07c3. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.