SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 426–450 of 822 papers

TitleStatusHype
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation ExtractionCode0
Efficient Generative Modeling via Penalized Optimal Transport Network—0
DataDreamer: A Tool for Synthetic Data Generation and Reproducible LLM WorkflowsCode5
Online Differentially Private Synthetic Data Generation—0
Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model—0
Pedagogical Alignment of Large Language ModelsCode2
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
Image-Text Out-Of-Context Detection Using Synthetic Multimodal Misinformation—0
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapesCode1
An Algorithm for Streaming Differentially Private Data—0
Socially Aware Synthetic Data Generation for Suicidal Ideation Detection Using Large Language Models—0
Interpretable Solutions for Breast Cancer Diagnosis with Grammatical Evolution and Data Augmentation—0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter—0
Enhancing Object Detection Performance for Small Objects through Synthetic Data Generation and Proportional Class-Balancing Technique: A Comparative Study in Industrial Scenarios—0
Subgroup analysis methods for time-to-event outcomes in heterogeneous randomized controlled trialsCode0
Scaling While Privacy Preserving: A Comprehensive Synthetic Tabular Data Generation and Evaluation in Learning AnalyticsCode0
Synthetic Data Generation Framework, Dataset, and Efficient Deep Model for Pedestrian Intention PredictionCode1
UAVD4L: A Large-Scale Dataset for UAV 6-DoF LocalizationCode2
Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN—0
Comprehensive Exploration of Synthetic Data Generation: A Survey—0
Synthetic Data in AI: Challenges, Applications, and Ethical Implications—0
KAXAI: An Integrated Environment for Knowledge Analysis and Explainable AI—0
IRG: Generating Synthetic Relational Databases using Deep Learning with Insightful Relational Understanding—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