# Graph Anomaly Detection on T-Social (AUC, F1-Macro) Source: [Graph Anomaly Detection on T-Social (AUC, F1-Macro)]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:14:36.364Z Evaluation of Graph Anomaly Detection performance on the full T-Social dataset, measured by AUC and F1-Macro. 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) | T-Social | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 | 99.44 | Not recorded | 6a17cbe7dbd7150506f8114e | | SignGAD | 99.26 | Not recorded | 6a17cbe7dbd7150506f8114e | | SignGAD | 98.91 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 98.76 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 98.44 | Not recorded | 6a17cbe7dbd7150506f8114e | | SignGAD | 98.37 | Not recorded | 6a17cbe7dbd7150506f8114e | | SignGAD | 98.37 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 97.87 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 97.74 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 97.37 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 97.23 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 96.86 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 96.63 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 96.58 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 96.58 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 96.07 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 95.2 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 95.2 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 94.31 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 94.31 | Not recorded | 6a17cbe7dbd7150506f8114e | | DiG-In-GNN | 93.75 | Not recorded | 6a17cbe7dbd7150506f8114e | | BWGNN | 84.4 | Not recorded | 6a17cbe7dbd7150506f8114e | | GHRN | 84.2 | Not recorded | 6a17cbe7dbd7150506f8114e | | GCN | 83.3 | Not recorded | 6a17cbe7dbd7150506f8114e | | GATv2 | 79.89 | Not recorded | 6a17cbe7dbd7150506f8114e | | GAGA | 78.92 | Not recorded | 6a17cbe7dbd7150506f8114e | | GIN | 78.7 | Not recorded | 6a17cbe7dbd7150506f8114e | | GAT | 73.46 | Not recorded | 6a17cbe7dbd7150506f8114e | | GraphSAGE | 71.45 | Not recorded | 6a17cbe7dbd7150506f8114e | | GDN | 67.69 | Not recorded | 6a17cbe7dbd7150506f8114e | | MLP | 66.95 | Not recorded | 6a17cbe7dbd7150506f8114e | | PC-GNN | 64.68 | Not recorded | 6a17cbe7dbd7150506f8114e | ### SignGAD AUC: 99.44. Result ID: 6a17eb49fbc373592c11350a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"10%"}. This record does not assert independent reproduction. ### SignGAD AUC: 99.26. Result ID: 6a17eb49fbc373592c113509. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### SignGAD AUC: 98.91. Result ID: 6a17eb49fbc373592c113508. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### TAQ-GAD AUC: 98.76. Result ID: 6a17eb49fbc373592c113506. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"10%"}. This record does not assert independent reproduction. ### TAQ-GAD AUC: 98.44. Result ID: 6a17eb49fbc373592c113505. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### SignGAD AUC: 98.37. Result ID: 6a17eb49fbc373592c113507. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"1%"}. This record does not assert independent reproduction. ### SignGAD AUC: 98.37. Result ID: 6a17eb49fbc373592c113562. [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: 97.87. Result ID: 6a17eb49fbc373592c113504. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 97.74. Result ID: 6a17eb49fbc373592c113502. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"10%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 97.37. Result ID: 6a17eb49fbc373592c113501. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 97.23. Result ID: 6a17eb49fbc373592c1134fe. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"10%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 96.86. Result ID: 6a17eb49fbc373592c1134fd. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 96.63. Result ID: 6a17eb49fbc373592c113500. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### TAQ-GAD AUC: 96.58. Result ID: 6a17eb49fbc373592c113503. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"1%"}. This record does not assert independent reproduction. ### TAQ-GAD AUC: 96.58. Result ID: 6a17eb49fbc373592c113561. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 96.07. Result ID: 6a17eb49fbc373592c1134fc. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 95.2. Result ID: 6a17eb49fbc373592c1134ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"1%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 95.2. Result ID: 6a17eb49fbc373592c113560. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 94.31. Result ID: 6a17eb49fbc373592c1134fb. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"1%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 94.31. Result ID: 6a17eb49fbc373592c11355f. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### DiG-In-GNN AUC: 93.75. Result ID: 6a17eb49fbc373592c11355e. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### BWGNN AUC: 84.4. Result ID: 6a17eb49fbc373592c11355a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GHRN AUC: 84.2. Result ID: 6a17eb49fbc373592c11355b. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GCN AUC: 83.3. Result ID: 6a17eb49fbc373592c113554. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GATv2 AUC: 79.89. Result ID: 6a17eb49fbc373592c113558. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GAGA AUC: 78.92. Result ID: 6a17eb49fbc373592c11355d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GIN AUC: 78.7. Result ID: 6a17eb49fbc373592c113557. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GAT AUC: 73.46. Result ID: 6a17eb49fbc373592c113556. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 71.45. Result ID: 6a17eb49fbc373592c113555. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GDN AUC: 67.69. Result ID: 6a17eb49fbc373592c11355c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### MLP AUC: 66.95. Result ID: 6a17eb49fbc373592c113553. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### PC-GNN AUC: 64.68. Result ID: 6a17eb49fbc373592c113559. [Reporting paper]() [Method origin paper]() 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.