SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 801–822 of 822 papers

TitleStatusHype
Stochastic Model of siRNA Endosomal Escape Mediated by Fusogenic Peptides in OVCAR-3Code0
DPD-fVAE: Synthetic Data Generation Using Federated Variational Autoencoders With Differentially-Private DecoderCode0
Preserving logical and functional dependencies in synthetic tabular dataCode0
Synthetic Oversampling: Theory and A Practical Approach Using LLMs to Address Data ImbalanceCode0
Combining propensity score methods with variational autoencoders for generating synthetic data in presence of latent sub-groupsCode0
Enhancing Algorithm Performance Understanding through tsMorph: Generating Semi-Synthetic Time Series for Robust Forecasting EvaluationCode0
Privacy-Preserving Data Sharing in Agriculture: Enforcing Policy Rules for Secure and Confidential Data SynthesisCode0
Domain Randomization for Scene-Specific Car Detection and Pose EstimationCode0
Differentially-Private Data Synthetisation for Efficient Re-Identification Risk ControlCode0
Bayesian Data Augmentation and Training for Perception DNN in Autonomous Aerial VehiclesCode0
Subgroup analysis methods for time-to-event outcomes in heterogeneous randomized controlled trialsCode0
Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic DataCode0
Privacy-Preserving Synthetic Educational Data GenerationCode0
Child Face Recognition at Scale: Synthetic Data Generation and Performance BenchmarkCode0
Supervised Symbolic Music Style Translation Using Synthetic DataCode0
Synthetic sampling from small datasets: A modified mega-trend diffusion approach using k-nearest neighborsCode0
SurvTimeSurvival: Survival Analysis On The Patient With Multiple Visits/RecordsCode0
CuTS: Customizable Tabular Synthetic Data GenerationCode0
CCUP: A Controllable Synthetic Data Generation Pipeline for Pretraining Cloth-Changing Person Re-Identification ModelsCode0
Burst Denoising with Kernel Prediction NetworksCode0
Prompting-based Synthetic Data Generation for Few-Shot Question AnsweringCode0
Unsupervised Kinematic Motion Detection for Part-segmented 3D Shape CollectionsCode0
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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