SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 501–525 of 822 papers

TitleStatusHype
Synthetic Data Generation and Joint Learning for Robust Code-Mixed Translation—0
Towards Algorithmic Fidelity: Mental Health Representation across Demographics in Synthetic vs. Human-generated DataCode0
SYNCS: Synthetic Data and Contrastive Self-Supervised Training for Central Sulcus SegmentationCode0
Six Levels of Privacy: A Framework for Financial Synthetic Data—0
Does Differentially Private Synthetic Data Lead to Synthetic Discoveries?—0
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
Synthetic data generation for system identification: leveraging knowledge transfer from similar systemsCode0
Synth4bench: a framework for generating synthetic genomics data for the evaluation of tumor-only somatic variant calling algorithmsCode0
Generative AI for Synthetic Data Generation: Methods, Challenges and the Future—0
Robust Synthetic Data-Driven Detection of Living-Off-the-Land Reverse Shells—0
A Quantum Approach to Synthetic Minority Oversampling Technique (SMOTE)—0
Enhancement of 3D Camera Synthetic Training Data with Noise Models—0
IR2: Information Regularization for Information RetrievalCode0
Protect and Extend -- Using GANs for Synthetic Data Generation of Time-Series Medical Records—0
Synthetic location trajectory generation using categorical diffusion modelsCode0
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation ExtractionCode0
Efficient Generative Modeling via Penalized Optimal Transport Network—0
Online Differentially Private Synthetic Data Generation—0
Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model—0
CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines—0
Enhancing crop classification accuracy by synthetic SAR-Optical data generation using deep learning—0
Unconditional Latent Diffusion Models Memorize Patient Imaging Data: Implications for Openly Sharing Synthetic DataCode0
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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