# Model Stealing on NCI1 Source: [Model Stealing on NCI1]() Collection index: [llms.txt]() Data updated: 2026-06-04T09:08:59.272Z Evaluation of Model Stealing attack performance on the NCI1 dataset, 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) | NCI1 | | 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 | 81.7 | Not recorded | 68fa791f1e209131cea7c389 | | EGSteal | 80.74 | Not recorded | 68fa791f1e209131cea7c389 | | Target Model Performance | 79 | Not recorded | 68fa791f1e209131cea7c389 | | GNNStealing | 77.42 | Not recorded | 68fa791f1e209131cea7c389 | | EGSteal | 76.01 | Not recorded | 68fa791f1e209131cea7c389 | | EfficientGNN | 75.93 | Not recorded | 68fa791f1e209131cea7c389 | | Target (Victim) | 74.68 | Not recorded | 68fa791f1e209131cea7c389 | | GNNStealing | 74.68 | Not recorded | 68fa791f1e209131cea7c389 | | MRME | 74.25 | Not recorded | 68fa791f1e209131cea7c389 | | TS | 74.13 | Not recorded | 68fa791f1e209131cea7c389 | | EfficientGNN | 74.13 | Not recorded | 68fa791f1e209131cea7c389 | | MRME | 73.91 | Not recorded | 68fa791f1e209131cea7c389 | | EGSteal | 73.64 | Not recorded | 68fa791f1e209131cea7c389 | | TS | 73.62 | Not recorded | 68fa791f1e209131cea7c389 | | MRME | 73.23 | Not recorded | 68fa791f1e209131cea7c389 | | TS | 73.17 | Not recorded | 68fa791f1e209131cea7c389 | | EfficientGNN | 72.77 | Not recorded | 68fa791f1e209131cea7c389 | | MEA-GNN | 72.29 | Not recorded | 68fa791f1e209131cea7c389 | | MEA-GNN | 72.29 | Not recorded | 68fa791f1e209131cea7c389 | | MEA-GNN | 71.89 | Not recorded | 68fa791f1e209131cea7c389 | | GNNStealing | 71.87 | Not recorded | 68fa791f1e209131cea7c389 | | DET | 71.49 | Not recorded | 68fa791f1e209131cea7c389 | | STEALGNN | 71.36 | Not recorded | 68fa791f1e209131cea7c389 | | DET | 70.88 | Not recorded | 68fa791f1e209131cea7c389 | | STEALGNN | 70.55 | Not recorded | 68fa791f1e209131cea7c389 | | STEALGNN | 69.07 | Not recorded | 68fa791f1e209131cea7c389 | | DET | 66.59 | Not recorded | 68fa791f1e209131cea7c389 | ### Target AUC: 81.7. Result ID: 6a2140a1fbc373592c1d0748. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### EGSteal AUC: 80.74. Result ID: 6a2140a1fbc373592c1d0750. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### Target Model Performance AUC: 79. Result ID: 6a2140a1fbc373592c1d07a2. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### GNNStealing AUC: 77.42. Result ID: 6a2140a1fbc373592c1d074b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### EGSteal AUC: 76.01. Result ID: 6a2140a1fbc373592c1d07aa. [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: 75.93. Result ID: 6a2140a1fbc373592c1d074c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### Target (Victim) AUC: 74.68. Result ID: 6a2140a1fbc373592c1d077e. [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. ### GNNStealing AUC: 74.68. Result ID: 6a2140a1fbc373592c1d07a5. [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: 74.25. Result ID: 6a2140a1fbc373592c1d074d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### TS AUC: 74.13. Result ID: 6a2140a1fbc373592c1d0749. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### EfficientGNN AUC: 74.13. Result ID: 6a2140a1fbc373592c1d07a6. [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: 73.91. Result ID: 6a2140a1fbc373592c1d07a7. [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: 73.64. Result ID: 6a2140a1fbc373592c1d0786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### TS AUC: 73.62. Result ID: 6a2140a1fbc373592c1d07a3. [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: 73.23. Result ID: 6a2140a1fbc373592c1d0783. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### TS AUC: 73.17. Result ID: 6a2140a1fbc373592c1d077f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### EfficientGNN AUC: 72.77. Result ID: 6a2140a1fbc373592c1d0782. [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: 72.29. Result ID: 6a2140a1fbc373592c1d074a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### MEA-GNN AUC: 72.29. Result ID: 6a2140a1fbc373592c1d07a4. [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: 71.89. Result ID: 6a2140a1fbc373592c1d0780. [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: 71.87. Result ID: 6a2140a1fbc373592c1d0781. [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: 71.49. Result ID: 6a2140a1fbc373592c1d074e. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### STEALGNN AUC: 71.36. Result ID: 6a2140a1fbc373592c1d0785. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### DET AUC: 70.88. Result ID: 6a2140a1fbc373592c1d0784. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GCN","Training Strategy":"Trained from scratch"}. This record does not assert independent reproduction. ### STEALGNN AUC: 70.55. Result ID: 6a2140a1fbc373592c1d07a9. [Reporting paper]() Recorded evaluation configuration: {"Target Model Architecture":"GAT","Training Status":"trained from scratch"}. This record does not assert independent reproduction. ### STEALGNN AUC: 69.07. Result ID: 6a2140a1fbc373592c1d074f. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Trained from scratch"}. This record does not assert independent reproduction. ### DET AUC: 66.59. Result ID: 6a2140a1fbc373592c1d07a8. [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.