# Model Stealing on NCI109 Source: [Model Stealing on NCI109]() Collection index: [llms.txt]() Data updated: 2026-06-04T09:08:59.301Z Evaluation of Model Stealing attack performance on the NCI109 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) | NCI109 | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 | 80.2 | Not recorded | 68fa791f1e209131cea7c389 | | EGSteal | 78.08 | Not recorded | 68fa791f1e209131cea7c389 | | GNNStealing | 75.22 | Not recorded | 68fa791f1e209131cea7c389 | | EGSteal | 74.56 | Not recorded | 68fa791f1e209131cea7c389 | | Target Model Performance | 73.99 | Not recorded | 68fa791f1e209131cea7c389 | | EfficientGNN | 73.94 | Not recorded | 68fa791f1e209131cea7c389 | | MEA-GNN | 73.24 | Not recorded | 68fa791f1e209131cea7c389 | | MRME | 73.21 | Not recorded | 68fa791f1e209131cea7c389 | | EfficientGNN | 73.03 | Not recorded | 68fa791f1e209131cea7c389 | | TS | 72.93 | Not recorded | 68fa791f1e209131cea7c389 | | Target (Victim) | 72.66 | Not recorded | 68fa791f1e209131cea7c389 | | EGSteal | 72.22 | Not recorded | 68fa791f1e209131cea7c389 | | MRME | 72.16 | Not recorded | 68fa791f1e209131cea7c389 | | STEALGNN | 71.83 | Not recorded | 68fa791f1e209131cea7c389 | | DET | 71.19 | Not recorded | 68fa791f1e209131cea7c389 | | TS | 71.13 | Not recorded | 68fa791f1e209131cea7c389 | | TS | 71.13 | Not recorded | 68fa791f1e209131cea7c389 | | MEA-GNN | 71.11 | Not recorded | 68fa791f1e209131cea7c389 | | MRME | 71.11 | Not recorded | 68fa791f1e209131cea7c389 | | MEA-GNN | 70.76 | Not recorded | 68fa791f1e209131cea7c389 | | GNNStealing | 70.72 | Not recorded | 68fa791f1e209131cea7c389 | | STEALGNN | 70.24 | Not recorded | 68fa791f1e209131cea7c389 | | GNNStealing | 70.23 | Not recorded | 68fa791f1e209131cea7c389 | | EfficientGNN | 70.17 | Not recorded | 68fa791f1e209131cea7c389 | | DET | 70.08 | Not recorded | 68fa791f1e209131cea7c389 | | STEALGNN | 69.56 | Not recorded | 68fa791f1e209131cea7c389 | | DET | 68.91 | Not recorded | 68fa791f1e209131cea7c389 | ### Target AUC: 80.2. Result ID: 6a2140a1fbc373592c1d0751. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### EGSteal AUC: 78.08. Result ID: 6a2140a1fbc373592c1d0759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### GNNStealing AUC: 75.22. Result ID: 6a2140a1fbc373592c1d0754. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### EGSteal AUC: 74.56. Result ID: 6a2140a1fbc373592c1d07b3. [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 Model Performance AUC: 73.99. Result ID: 6a2140a1fbc373592c1d07ab. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### EfficientGNN AUC: 73.94. Result ID: 6a2140a1fbc373592c1d0755. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### MEA-GNN AUC: 73.24. Result ID: 6a2140a1fbc373592c1d07ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### MRME AUC: 73.21. Result ID: 6a2140a1fbc373592c1d07b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### EfficientGNN AUC: 73.03. Result ID: 6a2140a1fbc373592c1d07af. [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: 72.93. Result ID: 6a2140a1fbc373592c1d07ac. [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 (Victim) AUC: 72.66. Result ID: 6a2140a1fbc373592c1d0787. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### EGSteal AUC: 72.22. Result ID: 6a2140a1fbc373592c1d078f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### MRME AUC: 72.16. Result ID: 6a2140a1fbc373592c1d0756. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### STEALGNN AUC: 71.83. Result ID: 6a2140a1fbc373592c1d07b2. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### DET AUC: 71.19. Result ID: 6a2140a1fbc373592c1d0757. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### TS AUC: 71.13. Result ID: 6a2140a1fbc373592c1d0752. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### TS AUC: 71.13. Result ID: 6a2140a1fbc373592c1d0788. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### MEA-GNN AUC: 71.11. Result ID: 6a2140a1fbc373592c1d0753. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### MRME AUC: 71.11. Result ID: 6a2140a1fbc373592c1d078c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### MEA-GNN AUC: 70.76. Result ID: 6a2140a1fbc373592c1d0789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### GNNStealing AUC: 70.72. Result ID: 6a2140a1fbc373592c1d078a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### STEALGNN AUC: 70.24. Result ID: 6a2140a1fbc373592c1d0758. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### GNNStealing AUC: 70.23. Result ID: 6a2140a1fbc373592c1d07ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### EfficientGNN AUC: 70.17. Result ID: 6a2140a1fbc373592c1d078b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### DET AUC: 70.08. Result ID: 6a2140a1fbc373592c1d07b1. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### STEALGNN AUC: 69.56. Result ID: 6a2140a1fbc373592c1d078e. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### DET AUC: 68.91. Result ID: 6a2140a1fbc373592c1d078d. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.