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ResearchFormerly WizWand

Graph Anomaly Detection on MUTAG

0.9673AUROCUniGAD
0.4403320.5771410.713950.850759Nov 10, 2024Jan 26, 2025Apr 14, 2025Jul 1, 2025Sep 16, 2025Dec 3, 2025Feb 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UniGADMethod Category=Unified, Backbone=BWGNN2024.110.9673
RQGNNMethod Category=Graph-level2024.110.9641
UniGADMethod Category=Unified, Backbone=GCN2024.110.9633
IGADMethod Category=Graph-level2024.110.9628
OCGTLMethod Category=Graph-level2024.110.9219
LGKDE2025.050.9163
OCGINMethod Category=Graph-level2024.110.895
SIGNET2025.050.8884
UniFORM2025.050.8845
OCGTL2025.050.8802
CVTGAD2025.050.8664
GLocalKD2025.050.8625
MUSE2025.050.8592
SIGOOD2026.020.857
GLADC2025.050.8307
GOODAT2026.020.8184
GraphPrompt-UMethod Category=Multi-task2024.110.8137
OCGIN2025.050.7955
GmapADMethod Category=Graph-level2024.110.7548
GraphCL-MD2026.020.7303
GLocalKDMethod Category=Graph-level2024.110.7277
WL-iF2025.050.6571
GTrans2026.020.6238
WL-SVM2025.050.6218
PK-iF2026.020.5429
WL-LOF2026.020.5331
WL-OCSVM2026.020.5331
WL-iF2026.020.5143
InfoGraph-iF2026.020.5143
PK-LOF2026.020.5104
GraphCL-iF2026.020.5086
InfoGraph-MD2026.020.5079
PK-OCSVM2026.020.4971
All-in-One-UMethod Category=Multi-task2024.110.4898
PK-iF2025.050.4798
PK-SVM2025.050.4606