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Node-level Out-of-Distribution Detection on Coauthor (test)
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95.3
AUROC (aleatoric)
Classical ensemble
29.8528
46.8439
63.835
80.8261
Dec 2, 2025
AUROC (aleatoric)
AUROC (epistemic)
Updated 3mo ago
Evaluation Results
Method
Method
Links
AUROC (aleatoric)
AUROC (epistemic)
Classical ensemble
2025.12
95.3
94.81
GNNSafe
2025.12
94.82
94.82
Energy
2025.12
94.47
94.47
ODIN
2025.12
94.17
94.17
Credal ensemble
2025.12
93.85
93.72
KNN
2025.12
88.23
88.23
CredalLJ
2025.12
86.58
70.88
Mahalanobis
2025.12
82.49
82.49
Credal final
2025.12
74.8
50.74
KNNLJ
2025.12
32.37
32.37
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