SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 221–230 of 822 papers

TitleStatusHype
Advancing Retail Data Science: Comprehensive Evaluation of Synthetic Data—0
Differential Privacy Under Class Imbalance: Methods and Empirical Insights—0
Enhancing Object Detection in Ancient Documents with Synthetic Data Generation and Transformer-Based Models—0
DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models—0
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining—0
Enhancing Object Detection Performance for Small Objects through Synthetic Data Generation and Proportional Class-Balancing Technique: A Comparative Study in Industrial Scenarios—0
Evaluating utility in synthetic banking microdata applications—0
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation—0
FairGen: Fair Synthetic Data Generation—0
Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation—0
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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