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Benchmarks
O.O.D. detection on Chameleon (LoC)
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45.3
AUC-PR (Aleatoric)
GPRGNN
33.756
36.753
39.75
42.747
May 28, 2025
AUC-PR (Aleatoric)
AUC-PR (Epistemic)
Accuracy
Updated 22d ago
Evaluation Results
Method
Method
Links
AUC-PR (Aleatoric)
AUC-PR (Epistemic)
Accuracy
GPRGNN
Backbone=Res-GCN
2025.05
45.3
41.8
36.8
SGCN
Backbone=Res-GCN
2025.05
42.1
53.4
43.3
GPN
Backbone=Res-GCN
2025.05
41.5
64.4
39.6
BGCN
Backbone=Res-GCN
2025.05
39.9
34.3
40.5
FAGCN
Backbone=Res-GCN
2025.05
38.8
39.7
43.2
MCD
Backbone=Res-GCN
2025.05
35.8
37.8
47.8
EBM
Backbone=Res-GCN
2025.05
35.8
36.1
47.8
Safe
Backbone=Res-GCN
2025.05
35.8
36.1
47.8
GEBM
Backbone=Res-GCN
2025.05
35.8
59.3
47.8
JLDE
Backbone=Res-GCN
2025.05
35.8
50.6
47.8
Ens.
Backbone=Res-GCN
2025.05
35.6
43.8
47.8
FSGNN
Backbone=Res-GCN
2025.05
34.2
44.9
43.9
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