Graph Anomaly Detection on Pubmed
97.66AUCREFI-GAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| REFI-GADTraining setup=Models Trained on Group 1, k=502026.05 | 97.66 | — | — | — | |
| REFI-GADTraining Protocol=Training on Group 12026.05 | 97.66 | — | — | — | |
| AC2L-GADCategory=Ours2026.01 | 97.2 | 87.9 | — | — | |
| Sub-CRCategory=Contrast.2026.01 | 97 | 87.6 | — | — | |
| AD-GCLCategory=Contrast.2026.01 | 95.7 | 85.1 | — | — | |
| ANOMIX2024.10 | 95.58 | — | — | — | |
| REFI-GADtransfer_mode=Fully Cross-Domain2026.05 | 95.44 | — | — | — | |
| ANEMONECategory=Contrast.2026.01 | 95.4 | 84.3 | — | — | |
| CoLA2024.10 | 95.12 | — | — | — | |
| CoLACategory=Contrast.2026.01 | 95.1 | 45 | — | — | |
| ANEMONE2024.10 | 94.48 | — | — | — | |
| SmoothGNNCategory=Contrast.2026.01 | 93.3 | 76.2 | — | — | |
| FedCLGNCategory=Contrast.2026.01 | 92.3 | 84.1 | — | — | |
| ComGA2024.10 | 92.2 | — | — | — | |
| ComGACategory=Recon.2026.01 | 92 | 74.5 | — | — | |
| TAMCategory=Contrast.2026.01 | 92 | 74.5 | — | — | |
| FedCADCategory=Contrast.2026.01 | 91.9 | 74.8 | — | — | |
| IA-GGADtransfer_mode=Fully Cross-Domain2026.05 | 89.1 | — | — | — | |
| ALARMCategory=Recon.2026.01 | 88.7 | 80.9 | — | — | |
| ADA-GADCategory=Recon.2026.01 | 88.6 | 58.2 | — | — | |
| IA-GGADTraining setup=Models Trained on Group 12026.05 | 88.07 | — | — | — | |
| IA-GGADTraining Protocol=Training on Group 12026.05 | 88.07 | — | — | — | |
| GRADATECategory=Contrast.2026.01 | 87 | 81.3 | — | — | |
| GAD-NRCategory=Recon.2026.01 | 86.7 | 55.7 | — | — | |
| ARCTraining setup=Models Trained on Group 12026.05 | 85.62 | — | — | — | |
| ARCTraining Protocol=Training on Group 12026.05 | 85.62 | — | — | — | |
| ARCtransfer_mode=Fully Cross-Domain2026.05 | 85.6 | — | — | — | |
| GDN2024.10 | 84.72 | — | — | — | |
| LHML2024.10 | 83.5 | — | — | — | |
| MetaGAD2024.10 | 83.47 | — | — | — | |
| UNPromptTraining setup=Models Trained on Group 12026.05 | 82.72 | — | — | — | |
| UNPromptTraining Protocol=Training on Group 12026.05 | 82.72 | — | — | — | |
| GRADATE2024.10 | 82.21 | — | — | — | |
| AnomalyDAECategory=Recon.2026.01 | 81 | 33.6 | — | — | |
| DOMINANT2024.10 | 80.81 | — | — | — | |
| DOMINANTCategory=Recon.2026.01 | 80.8 | 73.8 | — | — | |
| SmoothGNNTraining setup=Models Trained on Group 12026.05 | 78.22 | — | — | — | |
| SmoothGNNTraining Protocol=Training on Group 12026.05 | 78.22 | — | — | — | |
| UNPrompttransfer_mode=Fully Cross-Domain2026.05 | 77.81 | — | — | — | |
| AlignGADType=Generalist GAD2026.06 | 75.6 | — | 23.8 | — | |
| CHRNTraining setup=Models Trained on Group 12026.05 | 75.15 | — | — | — | |
| CHRNTraining Protocol=Training on Group 12026.05 | 75.15 | — | — | — | |
| ANOMALOUSCategory=Trad.2026.01 | 73.1 | 65.1 | — | — | |
| CoLATraining setup=Models Trained on Group 12026.05 | 70.09 | — | — | — | |
| CoLATraining Protocol=Training on Group 12026.05 | 70.09 | — | — | — | |
| GGADTraining setup=Models Trained on Group 12026.05 | 69.82 | — | — | — | |
| GGADTraining Protocol=Training on Group 12026.05 | 69.82 | — | — | — | |
| BWGNNTraining setup=Models Trained on Group 12026.05 | 68.19 | — | — | — | |
| BWGNNTraining Protocol=Training on Group 12026.05 | 68.19 | — | — | — | |
| GATTraining setup=Models Trained on Group 12026.05 | 67.21 | — | — | — | |
| GATTraining Protocol=Training on Group 12026.05 | 67.21 | — | — | — | |
| TAMType=Unsupervised2026.06 | 66.4 | — | 9.5 | — | |
| GUIDECategory=Trad.2026.01 | 66.3 | 59.3 | — | — | |
| Semi-GNN2024.10 | 66.3 | — | — | — | |
| RadarCategory=Trad.2026.01 | 65.9 | 58.2 | — | — | |
| UNPromptType=Generalist GAD2026.06 | 65.4 | — | 7.4 | — | |
| AHFANTraining setup=Models Trained on Group 12026.05 | 64.08 | — | — | — | |
| AHFANTraining Protocol=Training on Group 12026.05 | 64.08 | — | — | — | |
| AnomalyDAEType=Unsupervised2026.06 | 60.4 | — | 4.5 | — | |
| BGNNTraining setup=Models Trained on Group 12026.05 | 58.46 | — | — | — | |
| BGNNTraining Protocol=Training on Group 12026.05 | 58.46 | — | — | — | |
| ARCType=Generalist GAD2026.06 | 55.7 | — | 7.1 | — | |
| GCNType=Supervised2026.06 | 53.7 | — | 3.3 | — | |
| DeepSAD2024.10 | 51.1 | — | — | — | |
| AnomalyGFMTraining setup=Models Trained on Group 12026.05 | 48.96 | — | — | — | |
| AnomalyGFMTraining Protocol=Training on Group 12026.05 | 48.96 | — | — | — | |
| GADAMType=Unsupervised2026.06 | 46.2 | — | 10.2 | — | |
| GATType=Supervised2026.06 | 42.7 | — | 2.4 | — | |
| DOMINANTType=Unsupervised2026.06 | 39.1 | — | 2.1 | — | |
| GHRNType=Supervised2026.06 | 37.8 | — | 2.6 | — | |
| ANEMONETraining setup=Models Trained on Group 12026.05 | 37.65 | — | — | — | |
| ANEMONETraining Protocol=Training on Group 12026.05 | 37.65 | — | — | — | |
| AnomalyGFMtransfer_mode=Fully Cross-Domain2026.05 | 37.35 | — | — | — | |
| NRGLType=Supervised2026.06 | 36.2 | — | 6.4 | — | |
| GCNTraining setup=Models Trained on Group 12026.05 | 33.68 | — | — | — | |
| GCNTraining Protocol=Training on Group 12026.05 | 33.68 | — | — | — | |
| GGADType=Unsupervised2026.06 | 28.9 | — | 1.9 | — | |
| AHFANTraining Setup=Training on Group 12026.05 | — | — | 5.78 | — | |
| ANEMONETraining Setup=Training on Group 12026.05 | — | — | 2.48 | — | |
| AnomalyGFMTraining Setup=Training on Group 12026.05 | — | — | 3.37 | — | |
| ARCTraining Setup=Training on Group 12026.05 | — | — | 32.14 | — | |
| BGNNTraining Setup=Training on Group 12026.05 | — | — | 3.58 | — | |
| BWGNNTraining Setup=Training on Group 12026.05 | — | — | 7.33 | — | |
| BWGNNCategory=GNN-based methods2026.06 | — | 47.11 | — | 8 | |
| BWGNNMethodology=GNN-based2026.06 | — | — | 46.49 | — | |
| CHRNTraining Setup=Training on Group 12026.05 | — | — | 10.38 | — | |
| CoLATraining Setup=Training on Group 12026.05 | — | — | 17.41 | — | |
| CoLLCategory=Integrating LLMs with graphs2026.06 | — | 19.71 | — | 14.62 | |
| CoLLMethodology=LLM-integrated2026.06 | — | — | 11.38 | — | |
| ConsisGADCategory=Integrating LLMs with graphs2026.06 | — | 43.88 | — | 14.12 | |
| ConsisGADMethodology=LLM-integrated2026.06 | — | — | 42.74 | — | |
| GAAPCategory=GNN-based methods2026.06 | — | 51.8 | — | 12.25 | |
| GAAPMethodology=GNN-based2026.06 | — | — | 51.73 | — | |
| GATTraining Setup=Training on Group 12026.05 | — | — | 4.44 | — | |
| GATCategory=GNN-based methods2026.06 | — | 35.41 | — | 9.62 | |
| GATMethodology=GNN-based2026.06 | — | — | 50.24 | — | |
| GCNTraining Setup=Training on Group 12026.05 | — | — | 2.18 | — | |
| GCNCategory=GNN-based methods2026.06 | — | 45.32 | — | 7.25 | |
| GCNMethodology=GNN-based2026.06 | — | — | 54.63 | — | |
| GGADTraining Setup=Training on Group 12026.05 | — | — | 5.95 | — |