SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 121–130 of 822 papers

TitleStatusHype
Generalizing electrocardiogram delineation -- Training convolutional neural networks with synthetic data augmentationCode1
SynTable: A Synthetic Data Generation Pipeline for Unseen Object Amodal Instance Segmentation of Cluttered Tabletop ScenesCode1
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information ExtractionCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
Synthetic Data-based Detection of Zebras in Drone ImageryCode1
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language ModelsCode1
Generating Multidimensional Clusters With Support LinesCode1
DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data GenerationCode1
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown InterventionsCode1
A Comprehensive Survey of Synthetic Tabular Data 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