# Graph Anomaly Detection on Amazon 5% training ratio (test) Source: [Graph Anomaly Detection on Amazon 5% training ratio (test)]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:14:36.429Z Evaluation of Graph Anomaly Detection performance on the Amazon dataset using the 5% training ratio subset (test split), measured by 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) | Amazon 5% training ratio (test) | | Metric | F1-Macro | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [F1-Macro](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1-Macro | Result date | Report paper | | --- | --- | --- | --- | | SignGAD | 93.19 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 92.41 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 92.14 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 91.88 | Not recorded | 6a17cbe7dbd7150506f8114e | ### SignGAD F1-Macro: 93.19. Result ID: 6a17eb49fbc373592c113516. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### SpaceGNN F1-Macro: 92.41. Result ID: 6a17eb49fbc373592c113514. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### TAQ-GAD F1-Macro: 92.14. Result ID: 6a17eb49fbc373592c113515. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. ### ConsisGAD F1-Macro: 91.88. Result ID: 6a17eb49fbc373592c113513. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"5%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.