SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 411–420 of 822 papers

TitleStatusHype
Automated data processing and feature engineering for deep learning and big data applications: a survey—0
Structured Evaluation of Synthetic Tabular Data—0
Joint Selection: Adaptively Incorporating Public Information for Private Synthetic DataCode0
FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning—0
Synth4bench: a framework for generating synthetic genomics data for the evaluation of tumor-only somatic variant calling algorithmsCode0
Synthetic data generation for system identification: leveraging knowledge transfer from similar systemsCode0
Generative AI for Synthetic Data Generation: Methods, Challenges and the Future—0
LAB: Large-Scale Alignment for ChatBotsCode5
Robust Synthetic Data-Driven Detection of Living-Off-the-Land Reverse Shells—0
A Quantum Approach to Synthetic Minority Oversampling Technique (SMOTE)—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