SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 101–110 of 822 papers

TitleStatusHype
DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data GenerationCode1
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANsCode1
D3A-TS: Denoising-Driven Data Augmentation in Time SeriesCode1
CAD2Render: A Modular Toolkit for GPU-accelerated Photorealistic Synthetic Data Generation for the Manufacturing IndustryCode1
Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive EvaluationCode1
Black-Box Attacks on Sequential Recommenders via Data-Free Model ExtractionCode1
RAGSynth: Synthetic Data for Robust and Faithful RAG Component OptimizationCode1
POV-Surgery: A Dataset for Egocentric Hand and Tool Pose Estimation During Surgical ActivitiesCode1
Boosting Synthetic Data Generation with Effective Nonlinear Causal DiscoveryCode1
CrossLoc: Scalable Aerial Localization Assisted by Multimodal Synthetic 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