Synthetic dataset
Benchmarks
TaskDatasetSOTA resultTrendResults
Synthetic dataset c=2
0.001CPU Runtime (s)
70
Synthetic Dataset Setup
1Rand Index
60
Synthetic Dataset (test)
58.38PSNR
58
Synthetic Dataset
0.25Runtime (s)
54
Synthetic Dataset
0.538RMSEy
42
Synthetic Dataset (test)
0.161PEHE
42
Synthetic Dataset
0ATE Error
42
16-dimensional synthetic dataset (test)
628.91Estimated Lipschitz Constant
39
Synthetic Dataset
71.24Attribute Inference Accuracy
33
Synthetic Dataset w/ OOD
70.12AUC
30
Synthetic Dataset Setup 2
1Rand Index
24
Synthetic Dataset
0.01MAE
24
Synthetic Dataset
0.768F1 Score
21
Synthetic dataset (test)
0.01Calibration Threshold
21
Synthetic Dataset 10k samples 2-dimensional Mixture of Gaussians
94.6Posterior Coverage
20
Synthetic dataset Regime (D)
6.25Oracle Score
18
Synthetic Dataset 2 (test)
96.5F1 Score
18
Synthetic dataset (test)
0.23Mean Angular Error
18
Synthetic Dataset
0.316AUUC
17
Synthetic dataset (test)
100Accuracy
16
Synthetic Dataset Σ = I (test)
1.75MAPE
15
Unbalanced synthetic dataset (n=(50, 70, 120), N=20, K=3)
10.4SNR
15
Synthetic dataset 10 systems, 20 input steps, 1 step horizon (test)
0.241RMSE
13
Synthetic dataset (val)
0.735mIoU
13
Synthetic dataset (val)
66.9Precision
13