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Benchmarks
Out-of-Distribution Detection on Roman Empire (LoC)
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41.4
AUC-PR (Aleatoric)
Ens.
22.576
27.463
32.35
37.237
May 28, 2025
AUC-PR (Aleatoric)
AUC-PR (Epistemic)
Accuracy
Updated 2mo ago
Evaluation Results
Method
Method
Links
AUC-PR (Aleatoric)
AUC-PR (Epistemic)
Accuracy
Ens.
Backbone=Res-GCN
2025.05
41.4
40.1
87.6
MCD
Backbone=Res-GCN
2025.05
40.4
39.8
87.6
EBM
Backbone=Res-GCN
2025.05
36.9
40.8
87.6
Safe
Backbone=Res-GCN
2025.05
36.9
30.2
87.6
GEBM
Backbone=Res-GCN
2025.05
36.9
21.9
87.6
JLDE
Backbone=Res-GCN
2025.05
36.9
42.6
87.6
FAGCN
Backbone=Res-GCN
2025.05
35.6
34.7
83.6
FSGNN
Backbone=Res-GCN
2025.05
35.2
37.5
86.6
GPRGNN
Backbone=Res-GCN
2025.05
30.6
24.9
78.1
GPN
Backbone=Res-GCN
2025.05
26.4
30.5
48.6
SGCN
Backbone=Res-GCN
2025.05
26.1
22.4
58.3
BGCN
Backbone=Res-GCN
2025.05
23.3
27.3
53
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