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Synthetic Datasets

Benchmarks

Task NameDataset NameSOTA ResultTrend
Regressionsynthetic datasets #2 (test)
MSE0
64
Regressionsynthetic datasets #1 1.0 (test)
MSE0
64
Rotation AveragingSynthetic Datasets
Rotational Error (R)0
60
Confidence interval constructionsynthetic datasets #1
95% CI Coverage Rate1
48
Reciprocal RecommendationSynthetic datasets n=75, m=50, e=log 10 independent trials
Expected Matches136.4
36
Tabular Data ClusteringSynthetic datasets
ARI Rank13
13
Single Image Reflection SeparationSynthetic Datasets Average (540) (test)
PSNR26.4
12
Conditional Average Treatment Effect (CATE) estimation10 Synthetic Datasets
PEHE0.515
9
Logistic regression with missing covariatesSynthetic datasets 50% MCAR (test)
Training Time0.0429
7
Causal Generative Modeling11 synthetic datasets Mixed type variables (test)
RF Observed Accuracy0.58
7
Causal DiscoverySynthetic datasets
Adjacency Recall84.3
6
Missing Value ImputationSynthetic datasets (test)
RMSE0.1196
6
Regression10 Synthetic Datasets High-dimensional Nonlinear Regression Simulation (10 datasets average)
FSR0
6
Causal Generative Modeling11 synthetic datasets Continuous variables (test)
RF Accuracy (Observed)56
5
Novel View SynthesisSynthetic datasets (test)
Rendering Speed (x)1
5
Novel View SynthesisSynthetic Datasets LDR-NE (test)
PSNR37.53
5
Novel View SynthesisSynthetic Datasets LDR-OE (test)
PSNR41.1
5
SAT solvingSynthetic datasets Larger Distribution
Success Rate9.13
5
SAT solvingSynthetic datasets Same Distribution
SR63.16
5
Intrinsic Dynamics ConsistencySynthetic Datasets Average (test)
Chamfer Distance1.65
4
End-to-End LearningSynthetic Datasets
Delta r (Δr)-26
4
Clustering30,000 Synthetic Datasets 5D Hard (test)
Mean AMI Rank1.56
3
Clustering30,000 Synthetic Datasets 2D Hard (test)
Mean AMI Rank1.6
3
Clustering30,000 Synthetic Datasets 5D Easy (test)
Mean AMI Rank1.57
3
Clustering30,000 Synthetic Datasets 2D Easy (test)
Mean AMI Rank1.57
3
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