SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 481–490 of 822 papers

TitleStatusHype
Deep learning based on Transformer architecture for power system short-term voltage stability assessment with class imbalance—0
Enhancing ML model accuracy for Digital VLSI circuits using diffusion models: A study on synthetic data generation—0
Log-Gaussian Gamma Processes for Training Bayesian Neural Networks in Raman and CARS Spectroscopies—0
Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations—0
Does Synthetic Data Make Large Language Models More Efficient?—0
Partition-based differentially private synthetic data generation—0
Statistical properties and privacy guarantees of an original distance-based fully synthetic data generation method—0
WinSyn: A High Resolution Testbed for Synthetic DataCode0
FLAIM: AIM-based Synthetic Data Generation in the Federated SettingCode0
Stable Training of Probabilistic Models Using the Leave-One-Out Maximum Log-Likelihood ObjectiveCode0
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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