Graph Anomaly Detection on ACM (AUROC)
95.54AUROCREFI-GAD
Evaluation results
| Method | Links | |
|---|---|---|
| REFI-GADTraining setup=Models Trained on Group 2, k=502026.05 | 95.54 | |
| REFI-GADTraining Protocol=Training on Group 22026.05 | 95.54 | |
| REFI-GADtransfer_mode=Fully Cross-Domain2026.05 | 93.01 | |
| IA-GGADTraining setup=Models Trained on Group 22026.05 | 90.98 | |
| IA-GGADTraining Protocol=Training on Group 22026.05 | 90.98 | |
| IA-GGADtransfer_mode=Fully Cross-Domain2026.05 | 90.77 | |
| ProMoSTraining/Inference Setting=Unsupervised - Pre-Train Only2026.05 | 89.47 | |
| ARCTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 79.88 | |
| ARCTraining setup=Models Trained on Group 22026.05 | 79.87 | |
| ARCTraining Protocol=Training on Group 22026.05 | 79.87 | |
| ARCtransfer_mode=Fully Cross-Domain2026.05 | 79.8 | |
| SmoothGNNTraining setup=Models Trained on Group 22026.05 | 78 | |
| SmoothGNNTraining Protocol=Training on Group 22026.05 | 78 | |
| CHRNTraining setup=Models Trained on Group 22026.05 | 76.88 | |
| CHRNTraining Protocol=Training on Group 22026.05 | 76.88 | |
| UNPromptTraining setup=Models Trained on Group 22026.05 | 73.92 | |
| UNPromptTraining Protocol=Training on Group 22026.05 | 73.92 | |
| UNPrompttransfer_mode=Fully Cross-Domain2026.05 | 72.47 | |
| GGADTraining setup=Models Trained on Group 22026.05 | 67.02 | |
| GGADTraining Protocol=Training on Group 22026.05 | 67.02 | |
| AnomalyGFMTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 64.03 | |
| AHFANTraining setup=Models Trained on Group 22026.05 | 63.7 | |
| AHFANTraining Protocol=Training on Group 22026.05 | 63.7 | |
| BWGNNTraining setup=Models Trained on Group 22026.05 | 61.8 | |
| BWGNNTraining Protocol=Training on Group 22026.05 | 61.8 | |
| GATTraining setup=Models Trained on Group 22026.05 | 61.48 | |
| GATTraining Protocol=Training on Group 22026.05 | 61.48 | |
| CoLATraining setup=Models Trained on Group 22026.05 | 54.94 | |
| CoLATraining Protocol=Training on Group 22026.05 | 54.94 | |
| BGNNTraining setup=Models Trained on Group 22026.05 | 52.01 | |
| BGNNTraining Protocol=Training on Group 22026.05 | 52.01 | |
| GCNTraining setup=Models Trained on Group 22026.05 | 50.43 | |
| GCNTraining Protocol=Training on Group 22026.05 | 50.43 | |
| ANEMONETraining setup=Models Trained on Group 22026.05 | 45.53 | |
| ANEMONETraining Protocol=Training on Group 22026.05 | 45.53 | |
| AnomalyGFMtransfer_mode=Fully Cross-Domain2026.05 | 38.53 | |
| AnomalyGFMTraining setup=Models Trained on Group 22026.05 | 36.98 | |
| AnomalyGFMTraining Protocol=Training on Group 22026.05 | 36.98 |