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Out-of-Distribution Detection on Roman Empire Local Class (LoC)
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76.4
AUC-ROC (Aleatoric)
Ens.
54.04
59.845
65.65
71.455
May 28, 2025
AUC-ROC (Aleatoric)
AUC-ROC (Epistemic)
Accuracy
Updated 22d ago
Evaluation Results
Method
Method
Links
AUC-ROC (Aleatoric)
AUC-ROC (Epistemic)
Accuracy
Ens.
Backbone=Res-GCN, Size=10
2025.05
76.4
76.2
87.6
MCD
Backbone=Res-GCN
2025.05
76.3
75.9
87.6
EBM
Backbone=Res-GCN
2025.05
73.3
72.5
87.6
Safe
Backbone=Res-GCN
2025.05
73.3
64.8
87.6
GEBM
Backbone=Res-GCN
2025.05
73.3
53.6
87.6
JLDE
Backbone=Res-GCN
2025.05
73.3
76.9
87.6
FSGNN
Model Type=GNN
2025.05
73
70.2
86.6
FAGCN
Model Type=GNN
2025.05
72.7
68.8
83.6
GPRGNN
Model Type=GNN
2025.05
66.5
63.4
78.1
GPN
Model Type=GNN
2025.05
60.3
64
48.6
SGCN
Model Type=GNN
2025.05
60
56.5
58.3
BGCN
Model Type=GNN
2025.05
54.9
60.7
53
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