SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 421–430 of 822 papers

TitleStatusHype
Spending Privacy Budget Fairly and Wisely—0
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models—0
Statistical properties and privacy guarantees of an original distance-based fully synthetic data generation method—0
Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation—0
StressTest: Can YOUR Speech LM Handle the Stress?—0
Structured Evaluation of Synthetic Tabular Data—0
StyleTime: Style Transfer for Synthetic Time Series Generation—0
Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models—0
SynCGAN: Using learnable class specific priors to generate synthetic data for improving classifier performance on cytological images—0
Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework—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