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Benchmarks
Surrogate Policy Generation on Buchwald-Hartwig
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0.027
Policy MAE
GP
0.02196
0.05598
0.09
0.12402
Oct 24, 2025
Policy MAE
Ensemble Training Time (h)
PCE Fitting Time (s)
PCE Sampling Time (10k samples, s)
Total Surrogate Time (s)
Speedup (×)
Updated 15d ago
Evaluation Results
Method
Method
Links
Policy MAE
Ensemble Training Time (h)
PCE Fitting Time (s)
PCE Sampling Time (10k samples, s)
Total Surrogate Time (s)
Speedup (×)
GP
Sobol indices?=∼a, Fit...
2025.10
0.027
-
-
-
-
-
MLP
Sobol indices?=×, Fit...
2025.10
0.041
-
-
-
-
-
PCE
Sobol indices?=✓, Fit...
2025.10
0.153
-
-
-
-
-
PCE surrogate
Hardware=single CPU, S...
2025.10
-
0.5
0.006
0.12
0.13
14,000
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