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Benchmarks
Node-level Regression Uncertainty Quantification on Tree
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100
PICP
ER-GNN
62.56
72.28
82
91.72
May 6, 2026
PICP
MPIW
Updated 27d ago
Evaluation Results
Method
Method
Links
PICP
MPIW
ER-GNN
2026.05
100
11.21
BayesianNN
2026.05
100
3
QpiGNN
Width penalty (lambda)...
2026.05
100
0.59
QpiGNN
Width penalty (lambda)...
2026.05
96
0.39
QpiGNN
Width penalty (lambda)...
2026.05
96
0.39
CF-GNN
2026.05
93
0.97
RQRadj.-GNN
2026.05
85
0.68
SQR-GNN
2026.05
80
0.26
MC Dropout
2026.05
64
0.2
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