List your company
ResearchFormerly WizWand

Graph Anomaly Detection on Facebook

0.9467AUROCREFI-GAD
0.075180.301440.52770.75396May 29, 2023Nov 27, 2023May 27, 2024Nov 25, 2024May 26, 2025Nov 24, 2025May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
REFI-GADTraining setup=Models Trained on Group 1, k=502026.050.9467—
REFI-GADTraining Protocol=Training on Group 12026.050.9467—
ANOMIX2024.100.9188—
TAM2023.050.91440.2233
ANOMALOUS2023.050.90210.1898
CoLA2023.050.84340.2106
CoLA2024.100.8344—
AnomalyGFMShot count=10-shot2026.020.8196—
IA-GGADTraining setup=Models Trained on Group 12026.050.7976—
IA-GGADTraining Protocol=Training on Group 12026.050.7976—
SL-GAD2023.050.79360.1316
MetaGAD2024.100.7838—
LHML2024.100.7826—
ANEMONE2024.100.7693—
GCNTraining setup=Models Trained on Group 12026.050.7635—
GCNTraining Protocol=Training on Group 12026.050.7635—
GDN2024.100.7626—
UNPromptTraining setup=Models Trained on Group 12026.050.7582—
UNPromptTraining Protocol=Training on Group 12026.050.7582—
GAD-MoRELearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.020.7575—
GAD-MoREShot count=0-shot2026.020.7575—
AnomalyGFMTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.050.7566—
AnomalyGFMLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.020.7445—
HCM-A2023.050.73870.0713
SAGECategory=Supervised method, Setting=Zero-shot2026.020.73380.087
AnomalyGFMTraining setup=Models Trained on Group 12026.050.7108—
AnomalyGFMTraining Protocol=Training on Group 12026.050.7108—
CoLATraining setup=Models Trained on Group 12026.050.7088—
CoLATraining Protocol=Training on Group 12026.050.7088—
GHRNCategory=Supervised method, Setting=Zero-shot2026.020.69870.0622
IA-GGADLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.020.6959—
ProMoSTraining/Inference Setting=Unsupervised - Pre-Train Only2026.050.6931—
ARCTraining setup=Models Trained on Group 12026.050.6769—
ARCTraining Protocol=Training on Group 12026.050.6769—
ARCTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.050.6756—
EvoFGCategory=Generalist method, Setting=Zero-shot2026.020.66260.0609
BGNNTraining setup=Models Trained on Group 12026.050.658—
BGNNTraining Protocol=Training on Group 12026.050.658—
ARCShot count=10-shot2026.020.6494—
GRADATE2024.100.6492—
BWGNNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.020.6484—
ARCCategory=Generalist method, Setting=Zero-shot2026.020.63740.0594
AMNetCategory=Supervised method, Setting=Zero-shot2026.020.63650.0513
BWGNNCategory=Supervised method, Setting=Zero-shot2026.020.63160.0565
ComGA2024.100.6167—
UNPromptLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.020.6064—
ComGA2023.050.60550.0354
DOMINANT2024.100.5697—
DOMINANT2023.050.56770.0314
DeepSAD2024.100.5672—
UNPromptCategory=Generalist method, Setting=Zero-shot2026.020.56630.0293
GATTraining setup=Models Trained on Group 12026.050.5533—
GATTraining Protocol=Training on Group 12026.050.5533—
TAMLearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.020.5456—
GHRNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.020.5404—
GATLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.020.5396—
iForest2023.050.53820.0316
SmoothGNNTraining setup=Models Trained on Group 12026.050.5362—
SmoothGNNTraining Protocol=Training on Group 12026.050.5362—
Semi-GNN2024.100.5288—
CoLALearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.020.507—
GCNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.020.4609—
ANEMONETraining setup=Models Trained on Group 12026.050.4555—
ANEMONETraining Protocol=Training on Group 12026.050.4555—
BWGNNTraining setup=Models Trained on Group 12026.050.4155—
BWGNNTraining Protocol=Training on Group 12026.050.4155—
GINCategory=Supervised method, Setting=Zero-shot2026.020.39710.0185
CHRNTraining setup=Models Trained on Group 12026.050.3307—
CHRNTraining Protocol=Training on Group 12026.050.3307—
AnomalyGFMCategory=Generalist method, Setting=Zero-shot2026.020.32210.0163
AHFANTraining setup=Models Trained on Group 12026.050.3211—
AHFANTraining Protocol=Training on Group 12026.050.3211—
GGADTraining setup=Models Trained on Group 12026.050.2024—
GGADTraining Protocol=Training on Group 12026.050.2024—
AnomalyDAELearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.020.1087—
AHFANTraining Setup=Training on Group 12026.05—0.0909
ANEMONETraining Setup=Training on Group 12026.05—0.0257
AnomalyGFMEvaluation Protocol=10-shot2026.02—16.53
AnomalyGFMTraining Setup=Training on Group 12026.05—0.0642
ARCEvaluation Protocol=10-shot2026.02—4.92
ARCSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01—0.0492
ARCTraining Setup=Training on Group 12026.05—0.0704
BGNNTraining Setup=Training on Group 12026.05—0.0709
BWGNNSupervision setup=Supervised, Few-shot setting=10-shot2026.01—0.0581
BWGNNTraining Setup=Training on Group 12026.05—0.0219
CARESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01—0.0586
CHRNTraining Setup=Training on Group 12026.05—0.017
CoLATraining Setup=Training on Group 12026.05—0.0735
DOMINANTSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01—0.0412
GAD-MoREEvaluation Protocol=0-shot2026.02—9
GATTraining Setup=Training on Group 12026.05—0.0246
GCNTraining Setup=Training on Group 12026.05—0.0495
GGADTraining Setup=Training on Group 12026.05—0.0141
GHRNSupervision setup=Supervised, Few-shot setting=10-shot2026.01—0.0624
IA-GGADTraining Setup=Training on Group 12026.05—0.0559
OWLEYESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01—0.0683
REFI-GADTraining Setup=Training on Group 12026.05—0.2976
SLGADSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01—0.0381
SmoothGNNTraining Setup=Training on Group 12026.05—0.0457
TAMSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01—0.1173