SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 361–370 of 822 papers

TitleStatusHype
AI-Generated Fall Data: Assessing LLMs and Diffusion Model for Wearable Fall Detection—0
A Comparative Study of Synthetic Data Generation Methods for Grammatical Error Correction—0
Differential Privacy Under Class Imbalance: Methods and Empirical Insights—0
Differentially Private Synthetic High-dimensional Tabular Stream—0
Differentially Private Synthetic Data Using KD-Trees—0
Differentially Private Synthetic Data Generation via Lipschitz-Regularised Variational Autoencoders—0
Differentially Private Normalizing Flows for Privacy-Preserving Density Estimation—0
Differentially Private Non Parametric Copulas: Generating synthetic data with non parametric copulas under privacy guarantees—0
Boosting Reward Model with Preference-Conditional Multi-Aspect Synthetic Data Generation—0
Approximate, Adapt, Anonymize (3A): a Framework for Privacy Preserving Training Data Release for Machine Learning—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