Energy
Benchmarks
TaskDatasetSOTA resultTrendResults
Energy no contamination (avg. over 10 trials)
1.43RMSE
11
energy 19735x26
210.28Mean MSE
11
Energy (test)
0.124MSE
10
Energy L=24 (test)
0.499Discriminative Score (DS)
10
Energy horizon 360
0.186MSE
10
Energy horizon 24
0.102MSE
10
Energy MP
0.032Context-FID
9
Energy
0.05Min Epsilon
9
Energy 20-seed (test)
0.607Test R^2
8
Energy
99.8Coverage
8
Energy
1.4NLL
8
Energy (test)
1.09Average Relative Regret
8
energy CV (test)
0.93R2
8
Energy (test)
3.74RMSE
8
Energy OOD rescaled by 0.1 non-normalized UCI (test)
9.5RMSE
8
Energy
1Relative Percentage Error
8
Energy 70% missing
0.497DS
8
Energy (50% missing)
0.487DS
8
Energy 30% missing
0.422DS
8
Energy
0Avg NLL Relative Percentage
8
Energy (XOM, CVX, COP, SLB, EOG)
18.38Return (%)
7
Energy
0.573MASE
7
Energy 5-fold CV
67.97RMSE
7
Energy UCI rescaled 3x std normalized (test)
5.28RMSE
7
Energy (3 train-test splits)
2.204LPPD
7