SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 241–250 of 822 papers

TitleStatusHype
Data Enrichment Opportunities for Distribution Grid Cable Networks using Variational Autoencoders—0
DoPAMine: Domain-specific Pre-training Adaptation from seed-guided data Mining—0
Advancing fNIRS Neuroimaging through Synthetic Data Generation and Machine Learning Applications—0
CALICO: Conversational Agent Localization via Synthetic Data Generation—0
Evaluating the Diversity and Quality of LLM Generated Content—0
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms—0
Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review—0
Data-Driven Approach for Formality-Sensitive Machine Translation: Language-Specific Handling and Synthetic Data Generation—0
An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises—0
Evaluating utility in synthetic banking microdata applications—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