SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 631–640 of 822 papers

TitleStatusHype
PIGPVAE: Physics-Informed Gaussian Process Variational Autoencoders—0
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks—0
PMU Data Feature Considerations for Realistic, Synthetic Data Generation—0
Post-processing Private Synthetic Data for Improving Utility on Selected Measures—0
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation—0
Simple Imputation Rules for Prediction with Missing Data: Contrasting Theoretical Guarantees with Empirical Performance—0
Principal Component Clustering for Semantic Segmentation in Synthetic Data Generation—0
Privacy-hardened and hallucination-resistant synthetic data generation with logic-solvers—0
Privacy-Preserving Analytics for Smart Meter (AMI) Data: A Hybrid Approach to Comply with CPUC Privacy Regulations—0
Privacy-Preserving Domain Adaptation of Semantic Parsers—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