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Benchmarks
Node-level Regression Uncertainty Quantification on Uniform
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100
PICP
ER-GNN
63.6
73.05
82.5
91.95
May 6, 2026
PICP
MPIW
Updated 27d ago
Evaluation Results
Method
Method
Links
PICP
MPIW
ER-GNN
2026.05
100
1.53
BayesianNN
2026.05
100
3
QpiGNN
Width penalty (lambda)...
2026.05
99
0.89
QpiGNN
Width penalty (lambda)...
2026.05
93
0.62
RQRadj.-GNN
2026.05
90
0.68
CF-GNN
2026.05
90
3.04
SQR-GNN
2026.05
88
0.51
QpiGNN
Width penalty (lambda)...
2026.05
88
0.43
MC Dropout
2026.05
65
0.26
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