# Graph Anomaly Detection on Amazon (test) Source: [Graph Anomaly Detection on Amazon (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:13.476Z Evaluation of Graph Anomaly Detection performance on the test split of the Amazon dataset, measured using AUROC. 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 (test) | | Metric | AUROC | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | OWLEYE | 85.43 | Not recorded | 697997fca2b28e761d87cae6 | | OWLEYE | 84.93 | Not recorded | 697997fca2b28e761d87cae6 | | CARE | 83.8 | Not recorded | 697997fca2b28e761d87cae6 | | CARE | 83.09 | Not recorded | 697997fca2b28e761d87cae6 | | ARC | 80.67 | Not recorded | 68fa765f1e209131cea6cb7c | | TAM | 77.13 | Not recorded | 697997fca2b28e761d87cae6 | | TAM | 76.04 | Not recorded | 697997fca2b28e761d87cae6 | | GHRN | 74.35 | Not recorded | 697997fca2b28e761d87cae6 | | GHRN | 74.35 | Not recorded | 697997fca2b28e761d87cae6 | | ARC | 73.79 | Not recorded | 697997fca2b28e761d87cae6 | | ARC | 71.93 | Not recorded | 697997fca2b28e761d87cae6 | | BWGNN | 69.75 | Not recorded | 697997fca2b28e761d87cae6 | | BWGNN | 69.75 | Not recorded | 697997fca2b28e761d87cae6 | | DOMINANT | 64.73 | Not recorded | 697997fca2b28e761d87cae6 | | UNPrompt | 62.14 | Not recorded | 697997fca2b28e761d87cae6 | | DOMINANT | 60.39 | Not recorded | 697997fca2b28e761d87cae6 | | DOMINANT | 59.06 | Not recorded | 68fa765f1e209131cea6cb7c | | TAM | 57.13 | Not recorded | 68fa765f1e209131cea6cb7c | | UNPrompt | 56.77 | Not recorded | 697997fca2b28e761d87cae6 | | TAM | 56.06 | Not recorded | 68fa765f1e209131cea6cb7c | | BWGNN | 55.26 | Not recorded | 68fa765f1e209131cea6cb7c | | SLGAD | 55.23 | Not recorded | 697997fca2b28e761d87cae6 | | SLGAD | 54.63 | Not recorded | 697997fca2b28e761d87cae6 | | COLA | 52.51 | Not recorded | 68fa765f1e209131cea6cb7c | | BGNN | 52.26 | Not recorded | 68fa765f1e209131cea6cb7c | | GAT | 50.52 | Not recorded | 68fa765f1e209131cea6cb7c | | GHRN | 49.48 | Not recorded | 68fa765f1e209131cea6cb7c | | DOMINANT | 48.94 | Not recorded | 68fa765f1e209131cea6cb7c | | COLA | 47.4 | Not recorded | 68fa765f1e209131cea6cb7c | | GCN | 46.63 | Not recorded | 68fa765f1e209131cea6cb7c | | HCM-A | 43.99 | Not recorded | 68fa765f1e209131cea6cb7c | | HCM-A | 42.2 | Not recorded | 68fa765f1e209131cea6cb7c | ### OWLEYE AUROC: 85.43. Result ID: 699911855698665ec4776e4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### OWLEYE AUROC: 84.93. Result ID: 699911855698665ec4776e07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Unsupervised & Finetune","Shot-count":"10-shot"}. This record does not assert independent reproduction. ### CARE AUROC: 83.8. Result ID: 699911855698665ec4776e04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Unsupervised & Finetune","Shot-count":"10-shot"}. This record does not assert independent reproduction. ### CARE AUROC: 83.09. Result ID: 699911855698665ec4776e4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### ARC AUROC: 80.67. Result ID: 69943af23a6c3148491beb7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"In-context Learning"}. This record does not assert independent reproduction. ### TAM AUROC: 77.13. Result ID: 699911855698665ec4776e03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Unsupervised & Finetune","Shot-count":"10-shot"}. This record does not assert independent reproduction. ### TAM AUROC: 76.04. Result ID: 699911855698665ec4776e4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### GHRN AUROC: 74.35. Result ID: 699911855698665ec4776e00. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised","Shot-count":"10-shot"}. This record does not assert independent reproduction. ### GHRN AUROC: 74.35. Result ID: 699911855698665ec4776e48. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Supervised","Evaluation Setting":"10-shot"}. This record does not assert independent reproduction. ### ARC AUROC: 73.79. Result ID: 699911855698665ec4776e05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Unsupervised & Finetune","Shot-count":"10-shot"}. This record does not assert independent reproduction. ### ARC AUROC: 71.93. Result ID: 699911855698665ec4776e4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### BWGNN AUROC: 69.75. Result ID: 699911855698665ec4776dff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised","Shot-count":"10-shot"}. This record does not assert independent reproduction. ### BWGNN AUROC: 69.75. Result ID: 699911855698665ec4776e47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Supervised","Evaluation Setting":"10-shot"}. This record does not assert independent reproduction. ### DOMINANT AUROC: 64.73. Result ID: 699911855698665ec4776e49. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### UNPrompt AUROC: 62.14. Result ID: 699911855698665ec4776e06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Unsupervised & Finetune","Shot-count":"10-shot"}. This record does not assert independent reproduction. ### DOMINANT AUROC: 60.39. Result ID: 699911855698665ec4776e01. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Unsupervised & Finetune","Shot-count":"10-shot"}. This record does not assert independent reproduction. ### DOMINANT AUROC: 59.06. Result ID: 69943af23a6c3148491beb7a. [Reporting paper]() Recorded evaluation configuration: {"Learning Supervision":"Unsupervised","Evaluation Protocol":"Pre-Train & Fine-Tune"}. This record does not assert independent reproduction. ### TAM AUROC: 57.13. Result ID: 69943af23a6c3148491beb7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Learning Supervision":"Unsupervised","Evaluation Protocol":"Pre-Train & Fine-Tune"}. This record does not assert independent reproduction. ### UNPrompt AUROC: 56.77. Result ID: 699911855698665ec4776e4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### TAM AUROC: 56.06. Result ID: 69943af23a6c3148491beb79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Learning Supervision":"Unsupervised","Evaluation Protocol":"Pre-Train Only"}. This record does not assert independent reproduction. ### BWGNN AUROC: 55.26. Result ID: 69943af23a6c3148491beb74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Supervision":"Supervised","Evaluation Protocol":"Pre-Train Only"}. This record does not assert independent reproduction. ### SLGAD AUROC: 55.23. Result ID: 699911855698665ec4776e02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Unsupervised & Finetune","Shot-count":"10-shot"}. This record does not assert independent reproduction. ### SLGAD AUROC: 54.63. Result ID: 699911855698665ec4776e4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### COLA AUROC: 52.51. Result ID: 69943af23a6c3148491beb7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Supervision":"Unsupervised","Evaluation Protocol":"Pre-Train & Fine-Tune"}. This record does not assert independent reproduction. ### BGNN AUROC: 52.26. Result ID: 69943af23a6c3148491beb73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Supervision":"Supervised","Evaluation Protocol":"Pre-Train Only"}. This record does not assert independent reproduction. ### GAT AUROC: 50.52. Result ID: 69943af23a6c3148491beb72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Learning Supervision":"Supervised","Evaluation Protocol":"Pre-Train Only"}. This record does not assert independent reproduction. ### GHRN AUROC: 49.48. Result ID: 69943af23a6c3148491beb75. [Reporting paper]() Recorded evaluation configuration: {"Learning Supervision":"Supervised","Evaluation Protocol":"Pre-Train Only"}. This record does not assert independent reproduction. ### DOMINANT AUROC: 48.94. Result ID: 69943af23a6c3148491beb76. [Reporting paper]() Recorded evaluation configuration: {"Learning Supervision":"Unsupervised","Evaluation Protocol":"Pre-Train Only"}. This record does not assert independent reproduction. ### COLA AUROC: 47.4. Result ID: 69943af23a6c3148491beb77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Supervision":"Unsupervised","Evaluation Protocol":"Pre-Train Only"}. This record does not assert independent reproduction. ### GCN AUROC: 46.63. Result ID: 69943af23a6c3148491beb71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Learning Supervision":"Supervised","Evaluation Protocol":"Pre-Train Only"}. This record does not assert independent reproduction. ### HCM-A AUROC: 43.99. Result ID: 69943af23a6c3148491beb78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Supervision":"Unsupervised","Evaluation Protocol":"Pre-Train Only"}. This record does not assert independent reproduction. ### HCM-A AUROC: 42.2. Result ID: 69943af23a6c3148491beb7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Supervision":"Unsupervised","Evaluation Protocol":"Pre-Train & Fine-Tune"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.