SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 531–540 of 822 papers

TitleStatusHype
Differentially Private Synthetic Data Using KD-Trees—0
The Big Data Myth: Using Diffusion Models for Dataset Generation to Train Deep Detection Models—0
UniPoll: A Unified Social Media Poll Generation Framework via Multi-Objective OptimizationCode0
PyTrial: Machine Learning Software and Benchmark for Clinical Trial ApplicationsCode1
Brain Tumor Recurrence vs. Radiation Necrosis Classification and Patient Survivability Prediction—0
GANs and alternative methods of synthetic noise generation for domain adaption of defect classification of Non-destructive ultrasonic testing—0
Perturbation-Assisted Sample Synthesis: A Novel Approach for Uncertainty QuantificationCode0
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
Post-processing Private Synthetic Data for Improving Utility on Selected Measures—0
Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science—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