SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 671–680 of 822 papers

TitleStatusHype
Synthetic Traffic Generation with Wasserstein Generative Adversarial NetworksCode0
Improving Generalization of Synthetically Trained Sonar Image Descriptors for Underwater Place RecognitionCode0
Differentially Private Mixed-Type Data Generation For Unsupervised LearningCode0
Turning Flowchart into Dialog: Augmenting Flowchart-grounded Troubleshooting Dialogs via Synthetic Data GenerationCode0
Combining Data Generation and Active Learning for Low-Resource Question AnsweringCode0
Boosting Data Analytics With Synthetic Volume ExpansionCode0
Improving text-conditioned latent diffusion for cancer pathologyCode0
Deep Empirical Risk Minimization in finance: looking into the futureCode0
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive BenchmarkCode0
GenSyn: A Multi-stage Framework for Generating Synthetic Microdata using Macro Data SourcesCode0
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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