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Regression on Airfoil (3 train-test splits)

-0.176LPPDSGHMC
-0.209640.017430.24450.47157Feb 6, 2026

Evaluation results

MethodLinks
SGHMCSampling strategy=Stochastic (Batch-wise Sampling)2026.02-0.1760.265
SGHMCSampling strategy=Stochastic (Epoch-wise Sampling)2026.020.1770.214
SMILE-naiveSampling strategy=Stochastic (Batch-wise Sampling)2026.020.280.185
pSMILE-naiveSampling strategy=Stochastic (Batch-wise Sampling)2026.020.4380.172
SMILE-naiveSampling strategy=Stochastic (Epoch-wise Sampling)2026.020.4970.166
pSMILE-naiveSampling strategy=Stochastic (Epoch-wise Sampling)2026.020.6330.151
MILESampling strategy=Full-batch Gold Standard2026.020.6650.152