# Graph Anomaly Detection on ACM (AUC, F1) Source: [Graph Anomaly Detection on ACM (AUC, F1)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:03.066Z Evaluation of Graph Anomaly Detection performance on the ACM dataset, reporting AUC and F1 scores. 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 | Graph Anomaly Detection | | Dataset (including any stated split) | ACM | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | AC2L-GAD | 89.4 | Not recorded | 697c3aeda8b01e76cc8da37e | | GRADATE | 87.6 | Not recorded | 697c3aeda8b01e76cc8da37e | | FedCAD | 87.4 | Not recorded | 697c3aeda8b01e76cc8da37e | | FedCLGN | 86.5 | Not recorded | 697c3aeda8b01e76cc8da37e | | GAD-NR | 86.3 | Not recorded | 697c3aeda8b01e76cc8da37e | | ADA-GAD | 85.7 | Not recorded | 697c3aeda8b01e76cc8da37e | | AD-GCL | 85.1 | Not recorded | 697c3aeda8b01e76cc8da37e | | ComGA | 85 | Not recorded | 697c3aeda8b01e76cc8da37e | | SmoothGNN | 84.8 | Not recorded | 697c3aeda8b01e76cc8da37e | | Sub-CR | 84.3 | Not recorded | 697c3aeda8b01e76cc8da37e | | ANEMONE | 83 | Not recorded | 697c3aeda8b01e76cc8da37e | | CoLA | 82.4 | Not recorded | 697c3aeda8b01e76cc8da37e | | GUIDE | 82.1 | Not recorded | 697c3aeda8b01e76cc8da37e | | ALARM | 78.3 | Not recorded | 697c3aeda8b01e76cc8da37e | | Radar | 77.8 | Not recorded | 697c3aeda8b01e76cc8da37e | | DOMINANT | 76 | Not recorded | 697c3aeda8b01e76cc8da37e | | AnomalyDAE | 75.1 | Not recorded | 697c3aeda8b01e76cc8da37e | | TAM | 74.4 | Not recorded | 697c3aeda8b01e76cc8da37e | | ANOMALOUS | 70.4 | Not recorded | 697c3aeda8b01e76cc8da37e | ### AC2L-GAD AUC: 89.4. Result ID: 6999009d5698665ec465ded3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Ours"}. This record does not assert independent reproduction. ### GRADATE AUC: 87.6. Result ID: 6999009d5698665ec465decd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Contrast."}. This record does not assert independent reproduction. ### FedCAD AUC: 87.4. Result ID: 6999009d5698665ec465dece. [Reporting paper]() Recorded evaluation configuration: {"Category":"Contrast."}. This record does not assert independent reproduction. ### FedCLGN AUC: 86.5. Result ID: 6999009d5698665ec465decf. [Reporting paper]() Recorded evaluation configuration: {"Category":"Contrast."}. This record does not assert independent reproduction. ### GAD-NR AUC: 86.3. Result ID: 6999009d5698665ec465dec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Recon."}. This record does not assert independent reproduction. ### ADA-GAD AUC: 85.7. Result ID: 6999009d5698665ec465dec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Recon."}. This record does not assert independent reproduction. ### AD-GCL AUC: 85.1. Result ID: 6999009d5698665ec465ded0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Contrast."}. This record does not assert independent reproduction. ### ComGA AUC: 85. Result ID: 6999009d5698665ec465dec6. [Reporting paper]() Recorded evaluation configuration: {"Category":"Recon."}. This record does not assert independent reproduction. ### SmoothGNN AUC: 84.8. Result ID: 6999009d5698665ec465ded2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Contrast."}. This record does not assert independent reproduction. ### Sub-CR AUC: 84.3. Result ID: 6999009d5698665ec465decc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Contrast."}. This record does not assert independent reproduction. ### ANEMONE AUC: 83. Result ID: 6999009d5698665ec465decb. [Reporting paper]() Recorded evaluation configuration: {"Category":"Contrast."}. This record does not assert independent reproduction. ### CoLA AUC: 82.4. Result ID: 6999009d5698665ec465deca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Contrast."}. This record does not assert independent reproduction. ### GUIDE AUC: 82.1. Result ID: 6999009d5698665ec465dec3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Trad."}. This record does not assert independent reproduction. ### ALARM AUC: 78.3. Result ID: 6999009d5698665ec465dec9. [Reporting paper]() Recorded evaluation configuration: {"Category":"Recon."}. This record does not assert independent reproduction. ### Radar AUC: 77.8. Result ID: 6999009d5698665ec465dec2. [Reporting paper]() Recorded evaluation configuration: {"Category":"Trad."}. This record does not assert independent reproduction. ### DOMINANT AUC: 76. Result ID: 6999009d5698665ec465dec4. [Reporting paper]() Recorded evaluation configuration: {"Category":"Recon."}. This record does not assert independent reproduction. ### AnomalyDAE AUC: 75.1. Result ID: 6999009d5698665ec465dec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Recon."}. This record does not assert independent reproduction. ### TAM AUC: 74.4. Result ID: 6999009d5698665ec465ded1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Contrast."}. This record does not assert independent reproduction. ### ANOMALOUS AUC: 70.4. Result ID: 6999009d5698665ec465dec1. [Reporting paper]() Recorded evaluation configuration: {"Category":"Trad."}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.