SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 226–250 of 822 papers

TitleStatusHype
Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting—0
Seed-Free Synthetic Data Generation Framework for Instruction-Tuning LLMs: A Case Study in ThaiCode1
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
Improved Multi-Task Brain Tumour Segmentation with Synthetic Data AugmentationCode2
BhasaAnuvaad: A Speech Translation Dataset for 13 Indian LanguagesCode1
Debiasing Synthetic Data Generated by Deep Generative ModelsCode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models—0
Enhancing Table Representations with LLM-powered Synthetic Data Generation—0
Retrieval-enriched zero-shot image classification in low-resource domains—0
Scalable AI Framework for Defect Detection in Metal Additive Manufacturing—0
Clinical Evaluation of Medical Image Synthesis: A Case Study in Wireless Capsule Endoscopy—0
Unveiling Synthetic Faces: How Synthetic Datasets Can Expose Real Identities—0
Neural spell-checker: Beyond words with synthetic data generationCode0
SoccerGuard: Investigating Injury Risk Factors for Professional Soccer Players with Machine Learning—0
Synthetic Data Generation with Large Language Models for Personalized Community Question AnsweringCode0
Unpicking Data at the Seams: VAEs, Disentanglement and Independent Components—0
Evaluating utility in synthetic banking microdata applications—0
Large Language Model Benchmarks in Medical Tasks—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