# Graph Anomaly Detection on Amazon (3% training ratio, test) Source: [Graph Anomaly Detection on Amazon (3% training ratio, test)]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:14:36.401Z Evaluation of Graph Anomaly Detection performance on the test split of the Amazon dataset, specifically using only 3% of the training data for model fitting. 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 3% 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 | 92.54 | Not recorded | 6a17cbe7dbd7150506f8114e | | TAQ-GAD | 91.83 | Not recorded | 6a17cbe7dbd7150506f8114e | | SpaceGNN | 91.57 | Not recorded | 6a17cbe7dbd7150506f8114e | | ConsisGAD | 91.26 | Not recorded | 6a17cbe7dbd7150506f8114e | ### SignGAD F1-Macro: 92.54. Result ID: 6a17eb49fbc373592c113512. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### TAQ-GAD F1-Macro: 91.83. Result ID: 6a17eb49fbc373592c113511. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### SpaceGNN F1-Macro: 91.57. Result ID: 6a17eb49fbc373592c113510. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. ### ConsisGAD F1-Macro: 91.26. Result ID: 6a17eb49fbc373592c11350f. [Reporting paper]() Recorded evaluation configuration: {"Training Ratio":"3%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.