SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 141–150 of 822 papers

TitleStatusHype
Partially Synthetic Data for Recommender Systems: Prediction Performance and Preference HidingCode1
MTSS-GAN: Multivariate Time Series Simulation Generative Adversarial NetworksCode1
DeltaPy: A Framework for Tabular Data Augmentation in PythonCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data GenerationCode1
Segmenting Unseen Industrial Components in a Heavy Clutter Using RGB-D Fusion and Synthetic DataCode1
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare RecordsCode1
SoftAdapt: Techniques for Adaptive Loss Weighting of Neural Networks with Multi-Part Loss FunctionsCode1
Privacy-preserving data sharing via probabilistic modellingCode1
Scenic: A Language for Scenario Specification and Scene GenerationCode1
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All datasetsUCI Epileptic Seizure RecognitionUNSW-NB15

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1corGANAUROC0.92—Unverified
2GANAUROC0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1kiNETGANEMD0.07—Unverified
2CTGANEMD0.07—Unverified