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ResearchFormerly WizWand

Node Anomaly Detection on Amazon

97.84AUROCUniGAD
47.732860.741473.7586.7586Nov 10, 2024
Updated 8mo ago

Evaluation results

MethodLinks
UniGADTraining Strategy=Multi-task, Backbone=BWGNN2024.1197.84——
BWGNNTraining Strategy=Single-level2024.1197.8——
AMNetTraining Strategy=Single-level2024.1197.31——
BernNetTraining Strategy=Single-level2024.1196.62——
GATTraining Strategy=Single-level2024.1196.24——
GINTraining Strategy=Single-level2024.1192.17——
GraphSAGETraining Strategy=Single-level2024.1184.53——
UniGADTraining Strategy=Multi-task, Backbone=GCN2024.1182.92——
GCNTraining Strategy=Single-level2024.1182.37——
PNATraining Strategy=Single-level2024.1181.41——
SGCTraining Strategy=Single-level2024.1180.24——
GraphPrompt-UTraining Strategy=Multi-task2024.1154.1——
All-in-One-UTraining Strategy=Multi-task2024.1149.66——
All-in-One-UMethod Category=Multi-task2024.11——48.67
AMNetMethod Category=Node-level2024.11——89.67
BernNetMethod Category=Node-level2024.11——89.16
BWGNNMethod Category=Node-level2024.11——90.49
GATMethod Category=Node-level2024.11——87.96
GCNBackbone=GCN, Method Category=Node-level2024.11—36.21—
GCNMethod Category=Node-level2024.11——62.45
GINMethod Category=Node-level2024.11——72.21
GraphPrompt-UMethod Category=Multi-task2024.11——40.93
GraphSAGEMethod Category=Node-level2024.11——64.05
PNAMethod Category=Node-level2024.11——61.84
SGCMethod Category=Node-level2024.11——57.43
UniGADBackbone=GCN2024.11——69.39
UniGADBackbone=BWG2024.11——91.33
UniGAD-BWGBackbone=BWGNN, Method Category=UniGAD2024.11—87.28—
UniGAD-GCNBackbone=GCN, Method Category=UniGAD2024.11—38.06—