Graph Anomaly Detection on CS
98.53AUROCREFI-GAD
Evaluation results
| Method | Links | |
|---|---|---|
| REFI-GADTraining setup=Models Trained on Group 2, k=502026.05 | 98.53 | |
| REFI-GADTraining Protocol=Training on Group 22026.05 | 98.53 | |
| REFI-GADtransfer_mode=Fully Cross-Domain2026.05 | 97.14 | |
| IA-GGADTraining setup=Models Trained on Group 22026.05 | 92.94 | |
| IA-GGADTraining Protocol=Training on Group 22026.05 | 92.94 | |
| IA-GGADtransfer_mode=Fully Cross-Domain2026.05 | 92.7 | |
| ProMoSTraining/Inference Setting=Unsupervised - Pre-Train Only2026.05 | 88.85 | |
| ARCTraining setup=Models Trained on Group 22026.05 | 82.76 | |
| ARCTraining Protocol=Training on Group 22026.05 | 82.76 | |
| ARCTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 82.73 | |
| ARCtransfer_mode=Fully Cross-Domain2026.05 | 82.53 | |
| SmoothGNNTraining setup=Models Trained on Group 22026.05 | 78.65 | |
| SmoothGNNTraining Protocol=Training on Group 22026.05 | 78.65 | |
| CHRNTraining setup=Models Trained on Group 22026.05 | 78.01 | |
| CHRNTraining Protocol=Training on Group 22026.05 | 78.01 | |
| UNPromptTraining setup=Models Trained on Group 22026.05 | 74.65 | |
| UNPromptTraining Protocol=Training on Group 22026.05 | 74.65 | |
| UNPrompttransfer_mode=Fully Cross-Domain2026.05 | 73.6 | |
| CoLATraining setup=Models Trained on Group 22026.05 | 65.99 | |
| CoLATraining Protocol=Training on Group 22026.05 | 65.99 | |
| GGADTraining setup=Models Trained on Group 22026.05 | 64.76 | |
| GGADTraining Protocol=Training on Group 22026.05 | 64.76 | |
| GATTraining setup=Models Trained on Group 22026.05 | 59.25 | |
| GATTraining Protocol=Training on Group 22026.05 | 59.25 | |
| BWGNNTraining setup=Models Trained on Group 22026.05 | 59.12 | |
| BWGNNTraining Protocol=Training on Group 22026.05 | 59.12 | |
| AHFANTraining setup=Models Trained on Group 22026.05 | 59.09 | |
| AHFANTraining Protocol=Training on Group 22026.05 | 59.09 | |
| GCNTraining setup=Models Trained on Group 22026.05 | 56.19 | |
| GCNTraining Protocol=Training on Group 22026.05 | 56.19 | |
| BGNNTraining setup=Models Trained on Group 22026.05 | 52.14 | |
| BGNNTraining Protocol=Training on Group 22026.05 | 52.14 | |
| AnomalyGFMTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 50.99 | |
| AnomalyGFMTraining setup=Models Trained on Group 22026.05 | 43.47 | |
| AnomalyGFMTraining Protocol=Training on Group 22026.05 | 43.47 | |
| ANEMONETraining setup=Models Trained on Group 22026.05 | 42.18 | |
| ANEMONETraining Protocol=Training on Group 22026.05 | 42.18 | |
| AnomalyGFMtransfer_mode=Fully Cross-Domain2026.05 | 39.23 |