# Graph Anomaly Detection on T-Finance (AUC, F1-Macro) Source: [Graph Anomaly Detection on T-Finance (AUC, F1-Macro)]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:21:25.526Z Evaluation of Graph Anomaly Detection performance on the T-Finance 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) | T-Finance | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | 96.79 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 96.02 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 95.84 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 95.33 | Not recorded | 6a17cbe7dbd7150506f8114e | | BWGNN | 93.08 | Not recorded | 6a17cbe7dbd7150506f8114e | | GraphConsis | 92.61 | Not recorded | 6a17cbe7dbd7150506f8114e | | DiG-In-GNN | 92.53 | Not recorded | 6a17cbe7dbd7150506f8114e | | GAGA | 92.36 | Not recorded | 6a17cbe7dbd7150506f8114e | | MLP | 92.17 | Not recorded | 6a17cbe7dbd7150506f8114e | | GHRN | 91.93 | Not recorded | 6a17cbe7dbd7150506f8114e | | PC-GNN | 91.74 | Not recorded | 6a17cbe7dbd7150506f8114e | | CARE-GNN | 91.45 | Not recorded | 6a17cbe7dbd7150506f8114e | | GraphSAGE | 89.42 | Not recorded | 6a17cbe7dbd7150506f8114e | | GCN | 89.29 | Not recorded | 6a17cbe7dbd7150506f8114e | | GDN | 88.75 | Not recorded | 6a17cbe7dbd7150506f8114e | | GAT | 87.4 | Not recorded | 6a17cbe7dbd7150506f8114e | | GIN | 81.29 | Not recorded | 6a17cbe7dbd7150506f8114e | | GATv2 | 73.25 | Not recorded | 6a17cbe7dbd7150506f8114e | ### SignGAD AUC: 96.79. Result ID: 6a17eb49fbc373592c113552. [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: 96.02. Result ID: 6a17eb49fbc373592c113551. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### SpaceGNN AUC: 95.84. Result ID: 6a17eb49fbc373592c113550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### ConsisGAD AUC: 95.33. Result ID: 6a17eb49fbc373592c11354f. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### BWGNN AUC: 93.08. Result ID: 6a17eb49fbc373592c11354a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GraphConsis AUC: 92.61. Result ID: 6a17eb49fbc373592c113548. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### DiG-In-GNN AUC: 92.53. Result ID: 6a17eb49fbc373592c11354e. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GAGA AUC: 92.36. Result ID: 6a17eb49fbc373592c11354d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### MLP AUC: 92.17. Result ID: 6a17eb49fbc373592c113541. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GHRN AUC: 91.93. Result ID: 6a17eb49fbc373592c11354b. [Reporting paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### PC-GNN AUC: 91.74. Result ID: 6a17eb49fbc373592c113549. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### CARE-GNN AUC: 91.45. Result ID: 6a17eb49fbc373592c113547. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 89.42. Result ID: 6a17eb49fbc373592c113543. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GCN AUC: 89.29. Result ID: 6a17eb49fbc373592c113542. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GDN AUC: 88.75. Result ID: 6a17eb49fbc373592c11354c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GAT AUC: 87.4. Result ID: 6a17eb49fbc373592c113544. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GIN AUC: 81.29. Result ID: 6a17eb49fbc373592c113545. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. ### GATv2 AUC: 73.25. Result ID: 6a17eb49fbc373592c113546. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"training ratio":"1%"}. This record does not assert independent reproduction. Page 1 of 1. 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