SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 121–130 of 822 papers

TitleStatusHype
Synthetic Data Generation of Body Motion Data by Neural Gas Network for Emotion RecognitionCode0
Mellow: a small audio language model for reasoningCode2
Synthetic Data Generation for Minimum-Exposure Navigation in a Time-Varying Environment using Generative AI Models—0
Attention-Based Synthetic Data Generation for Calibration-Enhanced Survival Analysis: A Case Study for Chronic Kidney Disease Using Electronic Health Records—0
AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic DataCode1
HILGEN: Hierarchically-Informed Data Generation for Biomedical NER Using Knowledgebases and Large Language Models—0
CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation—0
A Consensus Privacy Metrics Framework for Synthetic Data—0
Neural Descriptors: Self-Supervised Learning of Robust Local Surface Descriptors Using Polynomial PatchesCode0
Rethinking Synthetic Data definitions: A privacy driven approach—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