Graph Anomaly Detection on Citeseer (AUROC %)
96.62AUROCREFI-GAD
Evaluation Results
| Method | Links | |
|---|---|---|
| REFI-GADTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group, k=502026.05 | 96.62 | |
| REFI-GADTraining Protocol=Training on Group 22026.05 | 96.62 | |
| REFI-GADtransfer_mode=Fully Cross-Domain2026.05 | 95.33 | |
| IA-GGADtransfer_mode=Fully Cross-Domain2026.05 | 91.97 | |
| IA-GGADTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 91.74 | |
| IA-GGADTraining Protocol=Training on Group 22026.05 | 91.74 | |
| ARCTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 91.59 | |
| ARCTraining Protocol=Training on Group 22026.05 | 91.59 | |
| ARCtransfer_mode=Fully Cross-Domain2026.05 | 90.89 | |
| SmoothGNNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 90.42 | |
| SmoothGNNTraining Protocol=Training on Group 22026.05 | 90.42 | |
| CHRNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 74.25 | |
| CHRNTraining Protocol=Training on Group 22026.05 | 74.25 | |
| CoLATraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 73.81 | |
| CoLATraining Protocol=Training on Group 22026.05 | 73.81 | |
| UNPromptTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 71.86 | |
| UNPromptTraining Protocol=Training on Group 22026.05 | 71.86 | |
| UNPrompttransfer_mode=Fully Cross-Domain2026.05 | 67.26 | |
| GGADTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 67.03 | |
| GGADTraining Protocol=Training on Group 22026.05 | 67.03 | |
| GATTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group, Pre-processing=PCA2026.05 | 63.11 | |
| GATTraining Protocol=Training on Group 22026.05 | 63.11 | |
| BWGNNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 60.91 | |
| BWGNNTraining Protocol=Training on Group 22026.05 | 60.91 | |
| BGNNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 55.14 | |
| BGNNTraining Protocol=Training on Group 22026.05 | 55.14 | |
| AnomalyGFMTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 50.44 | |
| AnomalyGFMTraining Protocol=Training on Group 22026.05 | 50.44 | |
| GCNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group, Pre-processing=PCA2026.05 | 48.32 | |
| GCNTraining Protocol=Training on Group 22026.05 | 48.32 | |
| AHFANTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 48.02 | |
| AHFANTraining Protocol=Training on Group 22026.05 | 48.02 | |
| AnomalyGFMtransfer_mode=Fully Cross-Domain2026.05 | 43.14 | |
| ANEMONETraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.05 | 41.36 | |
| ANEMONETraining Protocol=Training on Group 22026.05 | 41.36 |