Graph Anomaly Detection on Reddit
66.5AUROCSAGAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAGAD2026.03 | 66.5 | — | — | — | |
| GAANSetting=Semi-supervised, Training normal nodes=15%2024.02 | 65.31 | 3.62 | — | — | |
| CAMERAType=TAGFD2026.05 | 65.09 | 18.99 | — | — | |
| GraphNClabeled normal nodes=15%, runs=52025.10 | 64.2 | 5.6 | — | — | |
| ADA-GAD (AAAI’24)Type=GFD2026.05 | 64.09 | 21.78 | — | — | |
| GGADSetting=Semi-supervised, Training normal nodes=15%2024.02 | 63.54 | 6.1 | — | — | |
| GGADlabeled normal nodes=15%, runs=52025.10 | 63.54 | 5.2 | — | — | |
| BernNet2026.03 | 63.1 | — | — | — | |
| TAM (NeurIPS’23)Type=GFD2026.05 | 63.07 | 14.76 | — | — | |
| AMNet2026.03 | 62.9 | — | — | — | |
| DOMINANT (SDM’19)Type=GAD2026.05 | 62.89 | 20.6 | — | — | |
| SpaceGNN2026.03 | 62.3 | — | — | — | |
| GCNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 62.17 | — | — | — | |
| REFI-GADTraining setup=Models Trained on Group 1, k=502026.05 | 62.11 | — | — | — | |
| REFI-GADTraining Protocol=Training on Group 12026.05 | 62.11 | — | — | — | |
| RHOlabeled normal nodes=15%, runs=52025.10 | 62.07 | 6.16 | — | — | |
| AdaGNN2026.03 | 62 | — | — | — | |
| DCI2026.03 | 61 | — | — | — | |
| ARCTraining setup=Models Trained on Group 12026.05 | 60.94 | — | — | — | |
| ARCTraining Protocol=Training on Group 12026.05 | 60.94 | — | — | — | |
| ProMoSTraining/Inference Setting=Unsupervised - Pre-Train Only2026.05 | 60.83 | — | — | — | |
| CMUCL (ECAI’25)Type=TAGAD2026.05 | 60.72 | 13.52 | — | — | |
| HUGE (AAAI’25)Type=GFD2026.05 | 60.64 | 12.8 | — | — | |
| TAMSetting=Unsupervised2024.02 | 60.62 | 4.37 | — | — | |
| GAS2026.03 | 60.6 | — | — | — | |
| GAT2026.03 | 60.5 | — | — | — | |
| SAGE2026.03 | 60.3 | — | — | — | |
| H2GCN2026.03 | 60.3 | — | — | — | |
| CoLA2023.05 | 60.28 | 4.49 | — | — | |
| BWGNNTraining setup=Models Trained on Group 12026.05 | 60.24 | — | — | — | |
| BWGNNTraining Protocol=Training on Group 12026.05 | 60.24 | — | — | — | |
| TAM2023.05 | 60.23 | 4.46 | — | — | |
| FAGCN2026.03 | 60.2 | — | — | — | |
| ARCLearning Paradigm=Generalist2026.02 | 60.04 | — | — | — | |
| ARCTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 60.04 | — | — | — | |
| GIN2026.03 | 60 | — | — | — | |
| ACM2026.03 | 60 | — | — | — | |
| GADNRlabeled normal nodes=15%, runs=52025.10 | 59.78 | 4.56 | — | — | |
| ConsisGAD2026.03 | 59.6 | — | — | — | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 59.57 | — | — | — | |
| CoLL (MM’25)Type=TAGAD2026.05 | 59.26 | 13.22 | — | — | |
| XGBGraph2026.03 | 59.2 | — | — | — | |
| CoLA (TNNLS’21)Type=GAD2026.05 | 58.63 | 13.44 | — | — | |
| IA-GGADParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 58.62 | — | — | — | |
| GATParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 58.56 | — | — | — | |
| TAMSetting=Semi-supervised, Training normal nodes=15%2024.02 | 58.29 | 4.46 | — | — | |
| TAMlabeled normal nodes=15%, runs=52025.10 | 58.29 | 4.46 | — | — | |
| AlignGADType=Generalist GAD2026.06 | 58.2 | 4.5 | — | — | |
| IA-GGADTraining setup=Models Trained on Group 12026.05 | 57.76 | — | — | — | |
| IA-GGADTraining Protocol=Training on Group 12026.05 | 57.76 | — | — | — | |
| GADAM2026.04 | 57.75 | — | — | — | |
| BWGNN2026.03 | 57.7 | — | — | — | |
| ADA-GADlabeled normal nodes=15%, runs=52025.10 | 57.65 | 4.17 | — | — | |
| GHRN2026.03 | 57.5 | — | — | — | |
| NK-GAD2026.04 | 57.27 | — | — | — | |
| GCN2026.03 | 56.9 | — | — | — | |
| ADA-GAD2026.04 | 56.89 | — | — | — | |
| SL-GAD2023.05 | 56.77 | 4.06 | — | — | |
| GAD-NR2026.04 | 56.77 | — | — | — | |
| TAGAD (arXiv’25)Type=TAGAD2026.05 | 56.65 | 11.64 | — | — | |
| OCGNNlabeled normal nodes=15%, runs=52025.10 | 56.22 | 4 | — | — | |
| DOMINANT2026.04 | 56.1 | — | — | — | |
| AEGISlabeled normal nodes=15%, runs=52025.10 | 56.05 | 4.41 | — | — | |
| TAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 55.9 | — | — | — | |
| DOMINANT2023.05 | 55.55 | 3.56 | — | — | |
| UNPromptTraining setup=Models Trained on Group 12026.05 | 55.51 | — | — | — | |
| UNPromptTraining Protocol=Training on Group 12026.05 | 55.51 | — | — | — | |
| GAAN2026.04 | 55.34 | — | — | — | |
| AnomalyDAE2026.04 | 55.31 | — | — | — | |
| DONE2026.04 | 54.9 | — | — | — | |
| PREM (ICDM’23)Type=GAD2026.05 | 54.85 | 12.16 | — | — | |
| AnomalyGFMTraining setup=Models Trained on Group 12026.05 | 54.71 | — | — | — | |
| AnomalyGFMTraining Protocol=Training on Group 12026.05 | 54.71 | — | — | — | |
| ComGA2023.05 | 54.53 | 3.74 | — | — | |
| SmoothGNNTraining setup=Models Trained on Group 12026.05 | 54.09 | — | — | — | |
| SmoothGNNTraining Protocol=Training on Group 12026.05 | 54.09 | — | — | — | |
| AdONE2026.04 | 53.89 | — | — | — | |
| ANOMALOUS2023.05 | 53.87 | 3.75 | — | — | |
| GGADTraining setup=Models Trained on Group 12026.05 | 53.78 | — | — | — | |
| GGADTraining Protocol=Training on Group 12026.05 | 53.78 | — | — | — | |
| SmoothGNN2026.04 | 53.76 | — | — | — | |
| BWGNNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 53.58 | — | — | — | |
| AEGISSetting=Unsupervised2024.02 | 53.49 | 4.13 | — | — | |
| GAANlabeled normal nodes=15%, runs=52025.10 | 53.49 | 3.62 | — | — | |
| CHRNTraining setup=Models Trained on Group 12026.05 | 53.45 | — | — | — | |
| CHRNTraining Protocol=Training on Group 12026.05 | 53.45 | — | — | — | |
| UNPromptParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 53.12 | — | — | — | |
| OCGNNSetting=Semi-supervised, Training normal nodes=15%2024.02 | 52.8 | 4 | — | — | |
| PCGNN2026.03 | 52.8 | — | — | — | |
| AnomalyDAElabeled normal nodes=15%, runs=52025.10 | 52.8 | 3.62 | — | — | |
| OCGNNSetting=Unsupervised2024.02 | 52.46 | 3.75 | — | — | |
| ANEMONETraining setup=Models Trained on Group 12026.05 | 52.41 | — | — | — | |
| ANEMONETraining Protocol=Training on Group 12026.05 | 52.41 | — | — | — | |
| GADAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 52.37 | — | — | — | |
| GAANSetting=Unsupervised2024.02 | 52.16 | 3.48 | — | — | |
| DOMINANTSetting=Semi-supervised, Training normal nodes=15%2024.02 | 51.94 | 4.14 | — | — | |
| DOMINANTlabeled normal nodes=15%, runs=52025.10 | 51.94 | 4.14 | — | — | |
| GGADType=Unsupervised2026.06 | 51.9 | 3.3 | — | — | |
| GATType=Supervised2026.06 | 51.8 | 3.7 | — | — | |
| AEGISSetting=Semi-supervised, Training normal nodes=15%2024.02 | 51.32 | 4.41 | — | — |