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ResearchFormerly WizWand

Graph Anomaly Detection on Cora (test)

0.8745AUROCARC
0.40650.5280.64950.771May 27, 2024Sep 5, 2024Dec 16, 2024Mar 28, 2025Jul 7, 2025Oct 17, 2025Jan 27, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ARCEvaluation Protocol=In-context Learning2024.050.8745
DOMINANTSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.010.8575
ARCEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.010.8528
ARCSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.010.8492
OWLEYEEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.010.7971
OWLEYESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.010.7952
GHRNEvaluation Protocol=Supervised, Shot-count=10-shot2026.010.7659
GHRNSupervision Type=Supervised, Evaluation Setting=10-shot2026.010.7659
DOMINANTEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.010.7352
SLGADEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.010.7339
SLGADSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.010.7273
DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.050.7223
COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.050.6762
CAREEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.010.6727
CARESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.010.6692
DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.050.6653
UNPromptEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.010.6506
UNPromptSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.010.6355
COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.050.6329
TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.050.6256
TAMEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.010.6256
TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.050.6202
BWGNNEvaluation Protocol=Supervised, Shot-count=10-shot2026.010.6053
BWGNNSupervision Type=Supervised, Evaluation Setting=10-shot2026.010.6053
GHRNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.050.5989
GCNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.050.5964
TAMSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.010.5785
HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.050.5645
HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.050.5428
BWGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.050.5406
GATLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.050.5006
BGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.050.4245