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Synthetic Data

Benchmarks

Task NameDataset NameSOTA ResultTrend
Multivariate distribution estimationSynthetic Data I
ED0.023
35
Tool UseSynthetic Data (test)
Task Accuracy92.29
24
Causal DiscoverySynthetic Data
Runtime111
21
Symbolic ReconstructionSynthetic Data Interact Mode (test)
Reconstruction Accuracy108.04
20
Canonical Correlation AnalysisSynthetic Data
Aggregate Disparity (Delta_sum,r)2.2304
20
3D Shape CompletionSynthetic data (test)
Chamfer Distance (CD)0.61
19
Conformal PredictionSynthetic Data sample size 5000 (test)
Marginal Coverage90.7
16
Inference Efficiency AnalysisSynthetic data n=100 fields, k=8 embedding size (evaluation)
Latency (ms)0.0012
13
Bandit LearningSynthetic Data Attack
Regret (Mean)1,382.96
10
Sparsity RecoverySynthetic data (SNR=20, 0.2 correlation, 0.05 true density) v1 (train)
TDR100
9
Multi-instance 3D registrationSynthetic data
MHR53.39
8
Bandit LearningSynthetic Data Benign
Mean Regret318.52
8
Hyperspectral UnmixingSynthetic Data
aRMSE2.15
8
Multi-view fluid reconstructionSynthetic data (test)
rhoH RMSE1.3
8
Causal Effect EstimationSynthetic data
PEHE (gamma=0)0.43
7
Causal DiscoverySynthetic Data |V|=5
F1 Score81
6
Causal DiscoverySynthetic Data (|V|=15)
F1 Score68
6
Causal DiscoverySynthetic Data |V|=10
F1 Score66
6
ClassificationSynthetic data (SNR=20, 0.2 correlation, 0.05 true density) v1 (test)
Accuracy0.9
6
Spike-based Image ReconstructionSynthetic Data Light intensity (64)
PSNR24.46
6
Spike-based Image ReconstructionSynthetic Data Light intensity (32)
PSNR23.66
6
Spike-based Image ReconstructionSynthetic Data Light intensity (16)
PSNR19.38
6
Text GenerationSynthetic Data Length 40
Oracle NLL6.14
6
Text GenerationSynthetic Data Length 20
Oracle NLL5.67
6
Symbolic RegressionSynthetic Data Hybrid Mode
Mean MSE (d=10)0.0423
5
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