SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 471–480 of 822 papers

TitleStatusHype
Learning Defect Prediction from Unrealistic Data—0
Decentralised, Scalable and Privacy-Preserving Synthetic Data Generation—0
Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data—0
MMM and MMMSynth: Clustering of heterogeneous tabular data, and synthetic data generationCode0
Boosting Data Analytics With Synthetic Volume ExpansionCode0
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive BenchmarkCode0
Joint Distributional Learning via Cramer-Wold Distance—0
UAV-Sim: NeRF-based Synthetic Data Generation for UAV-based Perception—0
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizingCode1
Property-Aware Multi-Speaker Data Simulation: A Probabilistic Modelling Technique for Synthetic Data Generation—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