Graph Anomaly Detection on Flickr
0.8961AUCREFI-GAD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| REFI-GADTraining setup=Models Trained on Group 1, k=502026.05 | 0.8961 | — | — | |
| REFI-GADTraining Protocol=Training on Group 12026.05 | 0.8961 | — | — | |
| AC2L-GADCategory=Ours2026.01 | 0.82 | 65.2 | — | |
| FedCLGNCategory=Contrast.2026.01 | 0.816 | 63.6 | — | |
| GRADATECategory=Contrast.2026.01 | 0.807 | 65 | — | |
| ADA-GADCategory=Recon.2026.01 | 0.803 | 63.1 | — | |
| GAD-NRCategory=Recon.2026.01 | 0.8 | 62.9 | — | |
| FedCADCategory=Contrast.2026.01 | 0.8 | 64.8 | — | |
| AD-GCLCategory=Contrast.2026.01 | 0.8 | 62.9 | — | |
| ComGACategory=Recon.2026.01 | 0.799 | 62.7 | — | |
| Sub-CRCategory=Contrast.2026.01 | 0.798 | 64.1 | — | |
| TAMCategory=Contrast.2026.01 | 0.796 | 63.7 | — | |
| SmoothGNNCategory=Contrast.2026.01 | 0.793 | 63.2 | — | |
| GUIDECategory=Trad.2026.01 | 0.789 | 60.8 | — | |
| SmoothGNNTraining setup=Models Trained on Group 12026.05 | 0.7695 | — | — | |
| SmoothGNNTraining Protocol=Training on Group 12026.05 | 0.7695 | — | — | |
| ANEMONECategory=Contrast.2026.01 | 0.764 | 61.7 | — | |
| ALARMCategory=Recon.2026.01 | 0.76 | 60.8 | — | |
| RadarCategory=Trad.2026.01 | 0.754 | 57.5 | — | |
| AnomalyDAECategory=Recon.2026.01 | 0.751 | 58.2 | — | |
| CoLACategory=Contrast.2026.01 | 0.751 | 62.1 | — | |
| ARCTraining setup=Models Trained on Group 12026.05 | 0.7453 | — | — | |
| ARCTraining Protocol=Training on Group 12026.05 | 0.7453 | — | — | |
| DOMINANTCategory=Recon.2026.01 | 0.744 | 59.3 | — | |
| ANOMALOUSCategory=Trad.2026.01 | 0.743 | 59.3 | — | |
| UNPromptTraining setup=Models Trained on Group 12026.05 | 0.696 | — | — | |
| UNPromptTraining Protocol=Training on Group 12026.05 | 0.696 | — | — | |
| BWGNNTraining setup=Models Trained on Group 12026.05 | 0.6837 | — | — | |
| BWGNNTraining Protocol=Training on Group 12026.05 | 0.6837 | — | — | |
| IA-GGADTraining setup=Models Trained on Group 12026.05 | 0.6786 | — | — | |
| IA-GGADTraining Protocol=Training on Group 12026.05 | 0.6786 | — | — | |
| CHRNTraining setup=Models Trained on Group 12026.05 | 0.6432 | — | — | |
| CHRNTraining Protocol=Training on Group 12026.05 | 0.6432 | — | — | |
| AHFANTraining setup=Models Trained on Group 12026.05 | 0.6277 | — | — | |
| AHFANTraining Protocol=Training on Group 12026.05 | 0.6277 | — | — | |
| CoLATraining setup=Models Trained on Group 12026.05 | 0.6064 | — | — | |
| CoLATraining Protocol=Training on Group 12026.05 | 0.6064 | — | — | |
| GGADTraining setup=Models Trained on Group 12026.05 | 0.5979 | — | — | |
| GGADTraining Protocol=Training on Group 12026.05 | 0.5979 | — | — | |
| GATTraining setup=Models Trained on Group 12026.05 | 0.5605 | — | — | |
| GATTraining Protocol=Training on Group 12026.05 | 0.5605 | — | — | |
| BGNNTraining setup=Models Trained on Group 12026.05 | 0.5256 | — | — | |
| BGNNTraining Protocol=Training on Group 12026.05 | 0.5256 | — | — | |
| AnomalyGFMTraining setup=Models Trained on Group 12026.05 | 0.4767 | — | — | |
| AnomalyGFMTraining Protocol=Training on Group 12026.05 | 0.4767 | — | — | |
| GCNTraining setup=Models Trained on Group 12026.05 | 0.3807 | — | — | |
| GCNTraining Protocol=Training on Group 12026.05 | 0.3807 | — | — | |
| ANEMONETraining setup=Models Trained on Group 12026.05 | 0.3707 | — | — | |
| ANEMONETraining Protocol=Training on Group 12026.05 | 0.3707 | — | — | |
| AHFANTraining Setup=Training on Group 12026.05 | — | — | 15.12 | |
| ANEMONETraining Setup=Training on Group 12026.05 | — | — | 4.84 | |
| AnomalyGFMTraining Setup=Training on Group 12026.05 | — | — | 5.86 | |
| ARCSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | — | 37.15 | |
| ARCTraining Setup=Training on Group 12026.05 | — | — | 39.59 | |
| BGNNTraining Setup=Training on Group 12026.05 | — | — | 8.15 | |
| BWGNNSupervision setup=Supervised, Few-shot setting=10-shot2026.01 | — | — | 12.39 | |
| BWGNNTraining Setup=Training on Group 12026.05 | — | — | 15.4 | |
| CARESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | — | 27.19 | |
| CHRNTraining Setup=Training on Group 12026.05 | — | — | 17.5 | |
| CoLATraining Setup=Training on Group 12026.05 | — | — | 23.03 | |
| DOMINANTSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | — | 30.42 | |
| GATTraining Setup=Training on Group 12026.05 | — | — | 12.19 | |
| GCNTraining Setup=Training on Group 12026.05 | — | — | 4.52 | |
| GGADTraining Setup=Training on Group 12026.05 | — | — | 7.42 | |
| GHRNSupervision setup=Supervised, Few-shot setting=10-shot2026.01 | — | — | 16.45 | |
| IA-GGADTraining Setup=Training on Group 12026.05 | — | — | 37.26 | |
| OWLEYESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | — | 38.32 | |
| REFI-GADTraining Setup=Training on Group 12026.05 | — | — | 35.42 | |
| SLGADSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | — | 17.46 | |
| SmoothGNNTraining Setup=Training on Group 12026.05 | — | — | 20.18 | |
| TAMSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | — | 27.68 | |
| UNPromptSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | — | 22.65 | |
| UNPromptTraining Setup=Training on Group 12026.05 | — | — | 23.67 |