SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 681–690 of 822 papers

TitleStatusHype
Generating Realistic Synthetic Relational Data through Graph Variational Autoencoders—0
Generating Reliable Synthetic Clinical Trial Data: The Role of Hyperparameter Optimization and Domain Constraints—0
Talk the Walk: Synthetic Data Generation for Conversational Music Recommendation—0
Generation of Anonymous Chest Radiographs Using Latent Diffusion Models for Training Thoracic Abnormality Classification Systems—0
Generation of Synthetic Electronic Health Records Using a Federated GAN—0
Generation of synthetic gait data: application to multiple sclerosis patients' gait patterns—0
Generative Adversarial Networks for Synthetic Data Generation: A Comparative Study—0
Generative adversarial network with object detector discriminator for enhanced defect detection on ultrasonic B-scans—0
Generative AI for Synthetic Data Generation: Methods, Challenges and the Future—0
Generative Data Augmentation Challenge: Zero-Shot Speech Synthesis for Personalized Speech Enhancement—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