Synthetic Datasets
Benchmarks
TaskDatasetSOTA resultTrendResults
synthetic datasets #2 (test)
0MSE
64
synthetic datasets #1 1.0 (test)
0MSE
64
Synthetic Datasets
0Rotational Error (R)
60
Synthetic datasets in WAN setting
11.1Communication Cost (MB, delta=16)
51
synthetic datasets #1
195% CI Coverage Rate
48
Synthetic datasets n=75, m=50, e=log 10 independent trials
136.4Expected Matches
36
Synthetic datasets
13ARI Rank
13
Synthetic Datasets Average (540) (test)
26.4PSNR
12
Synthetic datasets Aggregated (Synth.)
0.003E
9
10 Synthetic Datasets
0.515PEHE
9
Synthetic datasets Panoramic
13.03Stops
8
Synthetic datasets (Perspective)
11.68Stops
8
Synthetic datasets 50% MCAR (test)
0.043Training Time
7
11 synthetic datasets Mixed type variables (test)
0.58RF Observed Accuracy
7
Synthetic 16 datasets
0.935Mean AUC
6
Synthetic datasets
84.3Adjacency Recall
6
Synthetic datasets (test)
0.12RMSE
6
10 Synthetic Datasets High-dimensional Nonlinear Regression Simulation (10 datasets average)
0FSR
6
11 synthetic datasets Continuous variables (test)
56RF Accuracy (Observed)
5
Synthetic datasets (test)
1Rendering Speed (x)
5
Synthetic Datasets LDR-NE (test)
37.53PSNR
5
Synthetic Datasets LDR-OE (test)
41.1PSNR
5
Synthetic datasets Larger Distribution
9.13Success Rate
5
Synthetic datasets Same Distribution
63.16SR
5
Synthetic Datasets Setting B (out-of-sample)
1.13Empirical Wasserstein Distance (W1)
4