SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 326–350 of 822 papers

TitleStatusHype
ALMA: Alignment with Minimal Annotation—0
Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic DataCode0
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining—0
End to End Collaborative Synthetic Data Generation—0
Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models—0
MALT: Improving Reasoning with Multi-Agent LLM Training—0
Energy-Based Modelling for Discrete and Mixed Data via Heat Equations on Structured Spaces—0
Needle: A Generative AI-Powered Multi-modal Database for Answering Complex Natural Language Queries—0
Enhancing Amyloid PET Quantification: MRI-Guided Super-Resolution Using Latent Diffusion ModelsCode0
Well log data generation and imputation using sequence-based generative adversarial networks—0
LiDAR-EDIT: LiDAR Data Generation by Editing the Object Layouts in Real-World Scenes—0
MAG-V: A Multi-Agent Framework for Synthetic Data Generation and Verification—0
Enhancing Document AI Data Generation Through Graph-Based Synthetic Layouts—0
Synthetic Data Generation with LLM for Improved Depression Prediction—0
AnySynth: Harnessing the Power of Image Synthetic Data Generation for Generalized Vision-Language Tasks—0
Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting—0
High-precision medical speech recognition through synthetic data and semantic correction: UNITED-MEDASR—0
LLM for Barcodes: Generating Diverse Synthetic Data for Identity Documents—0
Towards a framework on tabular synthetic data generation: a minimalist approach: theory, use cases, and limitations—0
Watermarking Generative Categorical Data—0
Generation of synthetic gait data: application to multiple sclerosis patients' gait patterns—0
Hierarchical Conditional Tabular GAN for Multi-Tabular Synthetic Data Generation—0
DRIFTS: Optimizing Domain Randomization with Synthetic Data and Weight Interpolation for Fetal Brain Tissue Segmentation—0
Differential Privacy Under Class Imbalance: Methods and Empirical Insights—0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
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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