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ResearchFormerly WizWand

Graph Anomaly Detection on Citeseer (AUROC %)

96.62AUROCREFI-GAD
39.149654.069868.9983.9102May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
REFI-GADTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group, k=502026.0596.62
REFI-GADTraining Protocol=Training on Group 22026.0596.62
REFI-GADtransfer_mode=Fully Cross-Domain2026.0595.33
IA-GGADtransfer_mode=Fully Cross-Domain2026.0591.97
IA-GGADTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0591.74
IA-GGADTraining Protocol=Training on Group 22026.0591.74
ARCTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0591.59
ARCTraining Protocol=Training on Group 22026.0591.59
ARCtransfer_mode=Fully Cross-Domain2026.0590.89
SmoothGNNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0590.42
SmoothGNNTraining Protocol=Training on Group 22026.0590.42
CHRNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0574.25
CHRNTraining Protocol=Training on Group 22026.0574.25
CoLATraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0573.81
CoLATraining Protocol=Training on Group 22026.0573.81
UNPromptTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0571.86
UNPromptTraining Protocol=Training on Group 22026.0571.86
UNPrompttransfer_mode=Fully Cross-Domain2026.0567.26
GGADTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0567.03
GGADTraining Protocol=Training on Group 22026.0567.03
GATTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group, Pre-processing=PCA2026.0563.11
GATTraining Protocol=Training on Group 22026.0563.11
BWGNNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0560.91
BWGNNTraining Protocol=Training on Group 22026.0560.91
BGNNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0555.14
BGNNTraining Protocol=Training on Group 22026.0555.14
AnomalyGFMTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0550.44
AnomalyGFMTraining Protocol=Training on Group 22026.0550.44
GCNTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group, Pre-processing=PCA2026.0548.32
GCNTraining Protocol=Training on Group 22026.0548.32
AHFANTraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0548.02
AHFANTraining Protocol=Training on Group 22026.0548.02
AnomalyGFMtransfer_mode=Fully Cross-Domain2026.0543.14
ANEMONETraining setup=Models Trained on Group 2, Evaluation mode=Cross-group2026.0541.36
ANEMONETraining Protocol=Training on Group 22026.0541.36