SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 91–100 of 822 papers

TitleStatusHype
Learning from synthetic data generated with GRADECode1
Leveraging Generative AI Models for Synthetic Data Generation in Healthcare: Balancing Research and PrivacyCode1
Boosting Synthetic Data Generation with Effective Nonlinear Causal DiscoveryCode1
An evaluation framework for synthetic data generation modelsCode1
FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop DataCode1
BLEUBERI: BLEU is a surprisingly effective reward for instruction followingCode1
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language ModelsCode1
FinDiff: Diffusion Models for Financial Tabular Data GenerationCode1
Generating Synthetic Handwritten Historical Documents With OCR Constrained GANsCode1
EEG Synthetic Data Generation Using Probabilistic Diffusion ModelsCode1
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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