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ResearchFormerly WizWand

Graph Anomaly Detection on Flickr

0.8961AUCREFI-GAD
0.3496840.4915420.63340.775258Jan 29, 2026Feb 17, 2026Mar 8, 2026Mar 28, 2026Apr 16, 2026May 5, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
REFI-GADTraining setup=Models Trained on Group 1, k=502026.050.8961——
REFI-GADTraining Protocol=Training on Group 12026.050.8961——
AC2L-GADCategory=Ours2026.010.8265.2—
FedCLGNCategory=Contrast.2026.010.81663.6—
GRADATECategory=Contrast.2026.010.80765—
ADA-GADCategory=Recon.2026.010.80363.1—
GAD-NRCategory=Recon.2026.010.862.9—
FedCADCategory=Contrast.2026.010.864.8—
AD-GCLCategory=Contrast.2026.010.862.9—
ComGACategory=Recon.2026.010.79962.7—
Sub-CRCategory=Contrast.2026.010.79864.1—
TAMCategory=Contrast.2026.010.79663.7—
SmoothGNNCategory=Contrast.2026.010.79363.2—
GUIDECategory=Trad.2026.010.78960.8—
SmoothGNNTraining setup=Models Trained on Group 12026.050.7695——
SmoothGNNTraining Protocol=Training on Group 12026.050.7695——
ANEMONECategory=Contrast.2026.010.76461.7—
ALARMCategory=Recon.2026.010.7660.8—
RadarCategory=Trad.2026.010.75457.5—
AnomalyDAECategory=Recon.2026.010.75158.2—
CoLACategory=Contrast.2026.010.75162.1—
ARCTraining setup=Models Trained on Group 12026.050.7453——
ARCTraining Protocol=Training on Group 12026.050.7453——
DOMINANTCategory=Recon.2026.010.74459.3—
ANOMALOUSCategory=Trad.2026.010.74359.3—
UNPromptTraining setup=Models Trained on Group 12026.050.696——
UNPromptTraining Protocol=Training on Group 12026.050.696——
BWGNNTraining setup=Models Trained on Group 12026.050.6837——
BWGNNTraining Protocol=Training on Group 12026.050.6837——
IA-GGADTraining setup=Models Trained on Group 12026.050.6786——
IA-GGADTraining Protocol=Training on Group 12026.050.6786——
CHRNTraining setup=Models Trained on Group 12026.050.6432——
CHRNTraining Protocol=Training on Group 12026.050.6432——
AHFANTraining setup=Models Trained on Group 12026.050.6277——
AHFANTraining Protocol=Training on Group 12026.050.6277——
CoLATraining setup=Models Trained on Group 12026.050.6064——
CoLATraining Protocol=Training on Group 12026.050.6064——
GGADTraining setup=Models Trained on Group 12026.050.5979——
GGADTraining Protocol=Training on Group 12026.050.5979——
GATTraining setup=Models Trained on Group 12026.050.5605——
GATTraining Protocol=Training on Group 12026.050.5605——
BGNNTraining setup=Models Trained on Group 12026.050.5256——
BGNNTraining Protocol=Training on Group 12026.050.5256——
AnomalyGFMTraining setup=Models Trained on Group 12026.050.4767——
AnomalyGFMTraining Protocol=Training on Group 12026.050.4767——
GCNTraining setup=Models Trained on Group 12026.050.3807——
GCNTraining Protocol=Training on Group 12026.050.3807——
ANEMONETraining setup=Models Trained on Group 12026.050.3707——
ANEMONETraining Protocol=Training on Group 12026.050.3707——
AHFANTraining Setup=Training on Group 12026.05——15.12
ANEMONETraining Setup=Training on Group 12026.05——4.84
AnomalyGFMTraining Setup=Training on Group 12026.05——5.86
ARCSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01——37.15
ARCTraining Setup=Training on Group 12026.05——39.59
BGNNTraining Setup=Training on Group 12026.05——8.15
BWGNNSupervision setup=Supervised, Few-shot setting=10-shot2026.01——12.39
BWGNNTraining Setup=Training on Group 12026.05——15.4
CARESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01——27.19
CHRNTraining Setup=Training on Group 12026.05——17.5
CoLATraining Setup=Training on Group 12026.05——23.03
DOMINANTSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01——30.42
GATTraining Setup=Training on Group 12026.05——12.19
GCNTraining Setup=Training on Group 12026.05——4.52
GGADTraining Setup=Training on Group 12026.05——7.42
GHRNSupervision setup=Supervised, Few-shot setting=10-shot2026.01——16.45
IA-GGADTraining Setup=Training on Group 12026.05——37.26
OWLEYESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01——38.32
REFI-GADTraining Setup=Training on Group 12026.05——35.42
SLGADSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01——17.46
SmoothGNNTraining Setup=Training on Group 12026.05——20.18
TAMSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01——27.68
UNPromptSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01——22.65
UNPromptTraining Setup=Training on Group 12026.05——23.67