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Benchmarks
O.O.D. detection on CoraML (LoC)
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82.1
AUC-PR (Aleatoric)
SGCN
68.892
72.321
75.75
79.179
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
SGCN
Backbone=Res-GCN
2025.05
82.1
84.5
89.4
BGCN
Backbone=Res-GCN
2025.05
80.4
65.7
88.3
FAGCN
Backbone=Res-GCN
2025.05
79.9
82.1
88.9
GPRGNN
Backbone=Res-GCN
2025.05
79.4
82.9
90.2
GPN
Backbone=Res-GCN
2025.05
75.5
75.6
88.9
FSGNN
Backbone=Res-GCN
2025.05
75.2
74.9
87.5
Ens.
Backbone=Res-GCN
2025.05
74.8
76.1
88.3
MCD
Backbone=Res-GCN
2025.05
72.3
70.1
88.3
EBM
Backbone=Res-GCN
2025.05
69.4
70.5
88.3
Safe
Backbone=Res-GCN
2025.05
69.4
75.9
88.3
GEBM
Backbone=Res-GCN
2025.05
69.4
75.7
88.3
JLDE
Backbone=Res-GCN
2025.05
69.4
72.6
88.3
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