Synthetic
Benchmarks
TaskDatasetSOTA resultTrendResults
Synthetic
0.03Bias (MAE)
8
Synthetic 1
99.6AUC
8
Synthetic (D=500) (test)
0.053Sliced Wasserstein Distance
8
Synthetic
-0.535LL
8
Synthetic Time-order Consistency 1.0 (test)
52.3Recall@1
8
Synthetic Control 1.0 (test)
100R@1
8
Synthetic Time-order Consistency 1.0 (test)
52Recall@1
8
Synthetic Control 1.0 (test)
100Recall@1
8
Synthetic
3.186KLD (Cluster)
8
Synthetic
1Uniqueness
8
Synthetic
10Iterations
8
Synthetic
0.564Correlation
7
Synthetic Censoring, NN signal
0.524R2
7
Synthetic Censoring, Linear signal
0.641R2
7
Synthetic MCAR NN signal
0.424R2
7
Synthetic MCAR, Linear signal
0.558R2
7
Synthetic Censoring, Linear signal
0.141Average computational time (s)
7
Synthetic MCAR, Linear signal
0.197Average Time (s)
7
Synthetic (test)
23.686PSNR
7
Synthetic d-dimensional
57.96Empirical Risk (d=6)
7
Synthetic simulation replicates
69.8F1 Score
7
Synthetic simulation replicates
79F1 Score
7
Synthetic average performance across all intensities (test)
25.724PSNR
7
Synthetic medium turbulence intensity, 2.25 <= D/r0 <= 3.75 (test)
25.331PSNR
7
Synthetic nonlinear (test)
1.467k* MAE
7