DGP
Benchmarks
TaskDatasetSOTA resultTrendResults
DGP random-mixture
0.001GPU Wall-Clock Time (s)
12
DGP-3 n=5000
-0.002Gamma 1 Bias
6
DGP2 lambda=0.70
349,167J_med
5
DGP heteroskedastic n=100,000 oracle, n=3000 train (holdout)
6.56MAE
2
DGP pareto_plus_gaussian n=100,000 oracle, n=3000 train (holdout)
6.07MAE
2
DGP regime_switch n=100,000 oracle, n=3000 train (holdout)
6.86MAE
2
DGP sinusoidal_two_paretos n=100,000 oracle, n=3000 train (holdout)
5.13Mean Absolute Error (MAE)
2
DGP sinusoidal_heavytail n=100,000 oracle, n=3000 train (holdout)
3.83MAE
2
DGP sinusoidal_asymmetric n=100,000 oracle, n=3000 train (holdout)
1.25MAE
2
DGP sinusoidal_pareto n=100,000 oracle, n=3000 train (holdout)
8.86MAE
2
DGP sinusoidal (clean) n=100,000 oracle, n=3000 train (holdout)
0.98MAE
2