SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 141–150 of 822 papers

TitleStatusHype
A Comprehensive Survey of Synthetic Tabular Data GenerationCode1
Groove2Groove: One-Shot Music Style Transfer with Supervision from Synthetic DataCode1
Improved Training of Wasserstein GANsCode1
Leveraging Generative AI Models for Synthetic Data Generation in Healthcare: Balancing Research and PrivacyCode1
Noise-Aware Statistical Inference with Differentially Private Synthetic DataCode1
NViSII: A Scriptable Tool for Photorealistic Image GenerationCode1
Natural Language-Based Synthetic Data Generation for Cluster AnalysisCode1
Data-Free Knowledge Distillation via Feature Exchange and Activation Region ConstraintCode1
SoftAdapt: Techniques for Adaptive Loss Weighting of Neural Networks with Multi-Part Loss FunctionsCode1
Will we run out of data? Limits of LLM scaling based on human-generated dataCode1
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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