SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 111–120 of 822 papers

TitleStatusHype
FinDiff: Diffusion Models for Financial Tabular Data GenerationCode1
RAGSynth: Synthetic Data for Robust and Faithful RAG Component OptimizationCode1
dpmm: Differentially Private Marginal Models, a Library for Synthetic Tabular Data GenerationCode1
Seed-Free Synthetic Data Generation Framework for Instruction-Tuning LLMs: A Case Study in ThaiCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
EEG Synthetic Data Generation Using Probabilistic Diffusion ModelsCode1
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANsCode1
SimBEV: A Synthetic Multi-Task Multi-Sensor Driving Data Generation Tool and DatasetCode1
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language ModelsCode1
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information ExtractionCode1
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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