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Benchmarks
Error Prediction on Oregonator (test)
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79
AUROC
Learned error head
30.12
42.81
55.5
68.19
May 27, 2026
AUROC
Updated 6d ago
Evaluation Results
Method
Method
Links
AUROC
Learned error head
horizon (h)=16
2026.05
79
Step-doubling
horizon (h)=16
2026.05
77
Deep ensemble
horizon (h)=16, Ensemb...
2026.05
75
Step-doubling
horizon (h)=64
2026.05
75
Learned error head
horizon (h)=64
2026.05
73
Deep ensemble
horizon (h)=32, Ensemb...
2026.05
73
Learned error head
horizon (h)=32
2026.05
72
Locally adaptive CP
horizon (h)=32
2026.05
72
Step-doubling
horizon (h)=32
2026.05
72
Deep ensemble
horizon (h)=64, Ensemb...
2026.05
71
Random TTA
horizon (h)=32
2026.05
63
Locally adaptive CP
horizon (h)=64
2026.05
63
Random TTA
horizon (h)=64
2026.05
61
Random TTA
horizon (h)=16
2026.05
60
Locally adaptive CP
horizon (h)=16
2026.05
56
Gradient magnitude
horizon (h)=16
2026.05
53
Gradient magnitude
horizon (h)=64
2026.05
49
Gradient magnitude
horizon (h)=32
2026.05
32
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