SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 301–350 of 822 papers

TitleStatusHype
License Plate Images Generation with Diffusion Models—0
Time Series Language Model for Descriptive Caption Generation—0
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms—0
Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data GenerationCode0
SafeSynthDP: Leveraging Large Language Models for Privacy-Preserving Synthetic Data Generation Using Differential Privacy—0
TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data—0
Mask Factory: Towards High-quality Synthetic Data Generation for Dichotomous Image Segmentation—0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Leveraging Contrastive Learning for Semantic Segmentation with Consistent Labels Across Varying Appearances—0
Autonomous Crack Detection using Deep Learning on Synthetic Thermogram Datasets—0
Stochastic Model of siRNA Endosomal Escape Mediated by Fusogenic Peptides in OVCAR-3Code0
Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation—0
Improving Equity in Health Modeling with GPT4-Turbo Generated Synthetic Data: A Comparative Study—0
High-throughput digital twin framework for predicting neurite deterioration using MetaFormer attention—0
A Systematic Examination of Preference Learning through the Lens of Instruction-Following—0
Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework—0
Synthetic Data Generation for Anomaly Detection on Table GrapesCode0
RoundTripOCR: A Data Generation Technique for Enhancing Post-OCR Error Correction in Low-Resource Devanagari LanguagesCode0
Generative Zoo—0
Bayesian Data Augmentation and Training for Perception DNN in Autonomous Aerial VehiclesCode0
Data Augmentation with Variational Autoencoder for Imbalanced DatasetCode0
Improving text-conditioned latent diffusion for cancer pathologyCode0
CALICO: Conversational Agent Localization via Synthetic Data Generation—0
A text-to-tabular approach to generate synthetic patient data using LLMsCode0
Give me Some Hard Questions: Synthetic Data Generation for Clinical QACode0
ALMA: Alignment with Minimal Annotation—0
Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic DataCode0
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining—0
End to End Collaborative Synthetic Data Generation—0
Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models—0
MALT: Improving Reasoning with Multi-Agent LLM Training—0
Energy-Based Modelling for Discrete and Mixed Data via Heat Equations on Structured Spaces—0
Needle: A Generative AI-Powered Multi-modal Database for Answering Complex Natural Language Queries—0
Enhancing Amyloid PET Quantification: MRI-Guided Super-Resolution Using Latent Diffusion ModelsCode0
Well log data generation and imputation using sequence-based generative adversarial networks—0
LiDAR-EDIT: LiDAR Data Generation by Editing the Object Layouts in Real-World Scenes—0
MAG-V: A Multi-Agent Framework for Synthetic Data Generation and Verification—0
Enhancing Document AI Data Generation Through Graph-Based Synthetic Layouts—0
Synthetic Data Generation with LLM for Improved Depression Prediction—0
AnySynth: Harnessing the Power of Image Synthetic Data Generation for Generalized Vision-Language Tasks—0
Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting—0
High-precision medical speech recognition through synthetic data and semantic correction: UNITED-MEDASR—0
LLM for Barcodes: Generating Diverse Synthetic Data for Identity Documents—0
Towards a framework on tabular synthetic data generation: a minimalist approach: theory, use cases, and limitations—0
Watermarking Generative Categorical Data—0
Generation of synthetic gait data: application to multiple sclerosis patients' gait patterns—0
Hierarchical Conditional Tabular GAN for Multi-Tabular Synthetic Data Generation—0
DRIFTS: Optimizing Domain Randomization with Synthetic Data and Weight Interpolation for Fetal Brain Tissue Segmentation—0
Differential Privacy Under Class Imbalance: Methods and Empirical Insights—0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
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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