Graph Anomaly Detection on Photo
95.49AUROCN2NSC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| N2NSCCategory=Ours2026.06 | 95.49 | — | |
| TAPECategory=Integrating LLMs with graphs2026.06 | 88.84 | — | |
| GraphSAGECategory=GNN-based methods2026.06 | 80.29 | — | |
| PC-GNNCategory=GNN-based methods2026.06 | 79.8 | — | |
| GATCategory=GNN-based methods2026.06 | 79.07 | — | |
| XGBGraphCategory=GNN-based methods2026.06 | 78.66 | — | |
| GCNCategory=GNN-based methods2026.06 | 78.48 | — | |
| GraphNClabeled normal nodes=15%, runs=52025.10 | 76.93 | 35.61 | |
| RFGraphCategory=GNN-based methods2026.06 | 76.9 | — | |
| REFI-GADTraining setup=Models Trained on Group 2, k=502026.05 | 75.95 | — | |
| REFI-GADTraining Protocol=Training on Group 22026.05 | 75.95 | — | |
| ARCTraining setup=Models Trained on Group 22026.05 | 75.87 | — | |
| ARCTraining Protocol=Training on Group 22026.05 | 75.87 | — | |
| ARCTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 75.55 | — | |
| GINCategory=GNN-based methods2026.06 | 74.17 | — | |
| BWGNNCategory=GNN-based methods2026.06 | 73.74 | — | |
| GHRNCategory=GNN-based methods2026.06 | 73.39 | — | |
| CoLLCategory=Integrating LLMs with graphs2026.06 | 72.88 | — | |
| ProMoSTraining/Inference Setting=Unsupervised - Pre-Train Only2026.05 | 72.67 | — | |
| RHOlabeled normal nodes=15%, runs=52025.10 | 71.29 | 23.37 | |
| IA-GGADTraining setup=Models Trained on Group 22026.05 | 69.45 | — | |
| IA-GGADTraining Protocol=Training on Group 22026.05 | 69.45 | — | |
| UNPromptTraining setup=Models Trained on Group 22026.05 | 68.68 | — | |
| UNPromptTraining Protocol=Training on Group 22026.05 | 68.68 | — | |
| AlignGADType=Generalist GAD2026.06 | 67.9 | 19.2 | |
| ConsisGADCategory=Integrating LLMs with graphs2026.06 | 67.24 | — | |
| PMPCategory=GNN-based methods2026.06 | 66.63 | — | |
| GAAPCategory=GNN-based methods2026.06 | 65.66 | — | |
| CoLATraining setup=Models Trained on Group 22026.05 | 65.18 | — | |
| CoLATraining Protocol=Training on Group 22026.05 | 65.18 | — | |
| GGADSetting=Semi-supervised, Training normal nodes=15%2024.02 | 64.76 | 14.42 | |
| GGADlabeled normal nodes=15%, runs=52025.10 | 64.76 | 14.42 | |
| OCGNNlabeled normal nodes=15%, runs=52025.10 | 64.61 | 15.01 | |
| InstructGLMCategory=Integrating LLMs with graphs2026.06 | 62.63 | — | |
| GADNRlabeled normal nodes=15%, runs=52025.10 | 61.58 | 14.3 | |
| AnomalyGFMTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 61.19 | — | |
| BWGNNTraining setup=Models Trained on Group 22026.05 | 60.82 | — | |
| BWGNNTraining Protocol=Training on Group 22026.05 | 60.82 | — | |
| TAMSetting=Semi-supervised, Training normal nodes=15%2024.02 | 60.13 | 10.87 | |
| TAMlabeled normal nodes=15%, runs=52025.10 | 60.13 | 10.87 | |
| UNPromptCategory=Integrating LLMs with graphs2026.06 | 59.62 | — | |
| AEGISlabeled normal nodes=15%, runs=52025.10 | 59.36 | 11.1 | |
| GGADTraining setup=Models Trained on Group 22026.05 | 58.72 | — | |
| GGADTraining Protocol=Training on Group 22026.05 | 58.72 | — | |
| GHRNType=Supervised2026.06 | 58.5 | 6.3 | |
| TAMSetting=Unsupervised2024.02 | 56.75 | 10.13 | |
| AEGISSetting=Unsupervised2024.02 | 55.16 | 9.72 | |
| GraphGPTCategory=Integrating LLMs with graphs2026.06 | 54.54 | — | |
| GAANSetting=Semi-supervised, Training normal nodes=15%2024.02 | 53.49 | 7.68 | |
| GCNType=Supervised2026.06 | 53.3 | 6.3 | |
| DOMINANTSetting=Semi-supervised, Training normal nodes=15%2024.02 | 53.14 | 12.83 | |
| DOMINANTlabeled normal nodes=15%, runs=52025.10 | 53.14 | 12.83 | |
| OCGNNSetting=Unsupervised2024.02 | 53.07 | 9.65 | |
| AnomalyDAEType=Unsupervised2026.06 | 53 | 7.7 | |
| OCGNNSetting=Semi-supervised, Training normal nodes=15%2024.02 | 52.72 | 15.01 | |
| AnomalyDAElabeled normal nodes=15%, runs=52025.10 | 52.72 | 11.77 | |
| AHFANTraining setup=Models Trained on Group 22026.05 | 52.16 | — | |
| AHFANTraining Protocol=Training on Group 22026.05 | 52.16 | — | |
| CHRNTraining setup=Models Trained on Group 22026.05 | 51.99 | — | |
| CHRNTraining Protocol=Training on Group 22026.05 | 51.99 | — | |
| DOMINANTSetting=Unsupervised2024.02 | 51.36 | 10.39 | |
| AnomalyDAESetting=Unsupervised2024.02 | 50.69 | 9.87 | |
| GGADType=Unsupervised2026.06 | 49.8 | 7.9 | |
| TAMType=Unsupervised2026.06 | 49.5 | 5.4 | |
| ANEMONETraining setup=Models Trained on Group 22026.05 | 49.22 | — | |
| ANEMONETraining Protocol=Training on Group 22026.05 | 49.22 | — | |
| NRGLType=Supervised2026.06 | 49.1 | 5.7 | |
| GATType=Supervised2026.06 | 48.8 | 5.3 | |
| UNPromptType=Generalist GAD2026.06 | 48.7 | 5.7 | |
| GCNTraining setup=Models Trained on Group 22026.05 | 47.7 | — | |
| GCNTraining Protocol=Training on Group 22026.05 | 47.7 | — | |
| BGNNTraining setup=Models Trained on Group 22026.05 | 47.26 | — | |
| BGNNTraining Protocol=Training on Group 22026.05 | 47.26 | — | |
| ARCType=Generalist GAD2026.06 | 46.3 | 5.5 | |
| GATTraining setup=Models Trained on Group 22026.05 | 45.63 | — | |
| GATTraining Protocol=Training on Group 22026.05 | 45.63 | — | |
| AnomalyGFMTraining setup=Models Trained on Group 22026.05 | 44.86 | — | |
| AnomalyGFMTraining Protocol=Training on Group 22026.05 | 44.86 | — | |
| SmoothGNNTraining setup=Models Trained on Group 22026.05 | 44.8 | — | |
| SmoothGNNTraining Protocol=Training on Group 22026.05 | 44.8 | — | |
| AEGISSetting=Semi-supervised, Training normal nodes=15%2024.02 | 44.5 | 11.1 | |
| GADAMType=Unsupervised2026.06 | 44.2 | 8.1 | |
| GAANlabeled normal nodes=15%, runs=52025.10 | 43.55 | 7.68 | |
| GAANSetting=Unsupervised2024.02 | 42.96 | 7.67 | |
| ADA-GADlabeled normal nodes=15%, runs=52025.10 | 40.67 | 7.23 | |
| DOMINANTType=Unsupervised2026.06 | 39 | 3.6 | |
| AnomalyDAESetting=Semi-supervised, Training normal nodes=15%2024.02 | 27.24 | 11.77 | |
| AHFANTraining Setup=Training on Group 22026.05 | — | 50.29 | |
| ANEMONETraining Setup=Training on Group 22026.05 | — | 6.76 | |
| AnomalyGFMTraining Setup=Training on Group 22026.05 | — | 5.32 | |
| ARCTraining Setup=Training on Group 22026.05 | — | 30.25 | |
| BGNNTraining Setup=Training on Group 22026.05 | — | 5.16 | |
| BWGNNTraining Setup=Training on Group 22026.05 | — | 7.97 | |
| BWGNNMethodology=GNN-based2026.06 | — | 15.93 | |
| CHRNTraining Setup=Training on Group 22026.05 | — | 6.02 | |
| CoLATraining Setup=Training on Group 22026.05 | — | 10.98 | |
| CoLLMethodology=LLM-integrated2026.06 | — | 10.59 | |
| ConsisGADMethodology=LLM-integrated2026.06 | — | 14.31 | |
| GAAPMethodology=GNN-based2026.06 | — | 11.16 | |
| GATTraining Setup=Training on Group 22026.05 | — | 4.92 |