# Graph Anomaly Detection on YelpChi (AUC, F1-Macro) Source: [Graph Anomaly Detection on YelpChi (AUC, F1-Macro)]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:14:36.315Z Evaluation of Graph Anomaly Detection performance on the YelpChi dataset, measured using AUC and F1-Macro 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) | YelpChi | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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-Macro](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | SignGAD | 95.84 | Not recorded | 6a17cbe7dbd7150506f8114e | | SignGAD | 95.27 | Not recorded | 6a17cbe7dbd7150506f8114e | | SignGAD | 94.13 | Not recorded | 6a17cbe7dbd7150506f8114e | | SignGAD | 92.68 | Not recorded | 6a17cbe7dbd7150506f8114e | | SignGAD | 92.68 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 91.83 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 91.06 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 89.57 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 89.26 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 88.64 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 88.13 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 87.56 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 86.95 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 86.95 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 86.51 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 85.83 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 83.36 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 83.36 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 82.47 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 82.47 | Not recorded | 6a17cbe7dbd7150506f8114e | | GraphConsis | 80.13 | Not recorded | 6a17cbe7dbd7150506f8114e | | BWGNN | 77.62 | Not recorded | 6a17cbe7dbd7150506f8114e | | GDN | 75.92 | Not recorded | 6a17cbe7dbd7150506f8114e | | GHRN | 75.33 | Not recorded | 6a17cbe7dbd7150506f8114e | | PC-GNN | 75.17 | Not recorded | 6a17cbe7dbd7150506f8114e | | DiG-In-GNN | 74.4 | Not recorded | 6a17cbe7dbd7150506f8114e | | GraphSAGE | 73.7 | Not recorded | 6a17cbe7dbd7150506f8114e | | GATv2 | 72.83 | Not recorded | 6a17cbe7dbd7150506f8114e | | H2-Fdetector | 72.38 | Not recorded | 6a17cbe7dbd7150506f8114e | | MLP | 72.18 | Not recorded | 6a17cbe7dbd7150506f8114e | | CARE-GNN | 72.11 | Not recorded | 6a17cbe7dbd7150506f8114e | | GAGA | 71.61 | Not recorded | 6a17cbe7dbd7150506f8114e | | GAT | 70.14 | Not recorded | 6a17cbe7dbd7150506f8114e | | GIN | 56.98 | Not recorded | 6a17cbe7dbd7150506f8114e | | GCN | 54.65 | Not recorded | 6a17cbe7dbd7150506f8114e | ### SignGAD AUC: 95.84. Result ID: 6a17eb49fbc373592c1134ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"10%"}. This record does not assert independent reproduction. ### SignGAD AUC: 95.27. Result ID: 6a17eb49fbc373592c1134e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### SignGAD AUC: 94.13. Result ID: 6a17eb49fbc373592c1134e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### SignGAD AUC: 92.68. Result ID: 6a17eb49fbc373592c1134e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"1%"}. This record does not assert independent reproduction. ### SignGAD AUC: 92.68. Result ID: 6a17eb49fbc373592c113540. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%","LLM backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### TAQ-GAD AUC: 91.83. Result ID: 6a17eb49fbc373592c1134e6. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"10%"}. This record does not assert independent reproduction. ### TAQ-GAD AUC: 91.06. Result ID: 6a17eb49fbc373592c1134e5. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### TAQ-GAD AUC: 89.57. Result ID: 6a17eb49fbc373592c1134e4. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 89.26. Result ID: 6a17eb49fbc373592c1134de. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"10%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 88.64. Result ID: 6a17eb49fbc373592c1134e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"10%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 88.13. Result ID: 6a17eb49fbc373592c1134dd. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 87.56. Result ID: 6a17eb49fbc373592c1134e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### TAQ-GAD AUC: 86.95. Result ID: 6a17eb49fbc373592c1134e3. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"1%"}. This record does not assert independent reproduction. ### TAQ-GAD AUC: 86.95. Result ID: 6a17eb49fbc373592c11353f. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 86.51. Result ID: 6a17eb49fbc373592c1134dc. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 85.83. Result ID: 6a17eb49fbc373592c1134e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 83.36. Result ID: 6a17eb49fbc373592c1134db. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"1%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 83.36. Result ID: 6a17eb49fbc373592c11353d. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 82.47. Result ID: 6a17eb49fbc373592c1134df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"1%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 82.47. Result ID: 6a17eb49fbc373592c11353e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GraphConsis AUC: 80.13. Result ID: 6a17eb49fbc373592c113535. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### BWGNN AUC: 77.62. Result ID: 6a17eb49fbc373592c113537. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GDN AUC: 75.92. Result ID: 6a17eb49fbc373592c11353a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GHRN AUC: 75.33. Result ID: 6a17eb49fbc373592c113539. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### PC-GNN AUC: 75.17. Result ID: 6a17eb49fbc373592c113536. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### DiG-In-GNN AUC: 74.4. Result ID: 6a17eb49fbc373592c11353c. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 73.7. Result ID: 6a17eb49fbc373592c113530. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GATv2 AUC: 72.83. Result ID: 6a17eb49fbc373592c113533. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### H2-Fdetector AUC: 72.38. Result ID: 6a17eb49fbc373592c113538. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### MLP AUC: 72.18. Result ID: 6a17eb49fbc373592c11352e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### CARE-GNN AUC: 72.11. Result ID: 6a17eb49fbc373592c113534. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GAGA AUC: 71.61. Result ID: 6a17eb49fbc373592c11353b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GAT AUC: 70.14. Result ID: 6a17eb49fbc373592c113531. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GIN AUC: 56.98. Result ID: 6a17eb49fbc373592c113532. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GCN AUC: 54.65. Result ID: 6a17eb49fbc373592c11352f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.