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ResearchFormerly WizWand

Graph Anomaly Detection on DBLP (ROC-AUC, PR-AUC)

97.72ROC-AUCTERGAD
49.058461.691774.32586.9583May 19, 2026May 20, 2026May 21, 2026May 22, 2026May 23, 2026May 24, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TERGAD2026.0597.7273.95
DOMINANT2026.0595.4139.64
FIAD2026.0588.4226.55
CLDG++Supervision type=unsupervised2026.0586.41—
CLDGSupervision type=unsupervised2026.0584.89—
AHFAN2026.0583.935.32
SADSupervision type=semi-supervised, Temporal information usage=true2026.0578.24—
GCNAE2026.0574.435
MLPAE2026.0574.3235.24
AnomalyDAE2026.0574.1735.24
GAAN2026.0573.9334.9
GADNR2026.0573.9335.68
CoLASupervision type=unsupervised, Temporal information usage=false2026.0571.06—
ANEMONESupervision type=unsupervised, Temporal information usage=false2026.0570.69—
GRADATESupervision type=unsupervised, Temporal information usage=false2026.0569.53—
AEGISSupervision type=unsupervised, Temporal information usage=false2026.0559.18—
CoLA2026.0555.6713.34
NetWalkSupervision type=unsupervised, Temporal information usage=true2026.0554.42—
TADDYSupervision type=unsupervised, Temporal information usage=true2026.0550.93—