Synthetic Data
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Synthetic data
5.2XY Resolution (nm)
9
Synthetic Data Mixed-interventional (800 observational + 200 interventional samples)
1Rank
9
Synthetic data (SNR=20, 0.2 correlation, 0.05 true density) v1 (train)
100TDR
9
synthetic data n=10000
0.498Objective Value
8
Synthetic Data Case 5 n=450 (test)
0.26RMSE
8
Synthetic Data Case 4 n=450 (test)
0.25RMSE
8
Synthetic Data Case 3 n=450 (test)
0.17RMSE
8
Synthetic Data Case 2 n=450 (test)
0.14RMSE
8
Synthetic Data Case 1 n=450 (test)
0.21RMSE
8
Synthetic data
53.39MHR
8
Synthetic Data Benign
318.52Mean Regret
8
Synthetic Data
2.15aRMSE
8
Synthetic data (test)
1.3rhoH RMSE
8
Synthetic Data Low Signal
0.039Mu Estimate
7
Synthetic Data High Signal
0.014Estimated Mean (mu)
7
Synthetic Data Average
40.87PSNR
7
Synthetic Data drill
46.32PSNR
7
Synthetic Data garden gnome
39.86PSNR
7
Synthetic Data bunny
43.99PSNR
7
Synthetic Data ottoman
32.88PSNR
7
Synthetic Data drain cleaner
41.74PSNR
7
Synthetic Data (test)
0Mean Localization Error (Normalized)
7
Synthetic Data 30% MCAR mechanism
82.95AUC
7
Synthetic data 60% MNAR
77.1AUC
7
Synthetic data 60% MNAR Ntrain = 2000, Ntest = 500, p = 5 (test)
0.012Training Time (s)
7