SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 201–250 of 822 papers

TitleStatusHype
Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN—0
An Overview of Facial Micro-Expression Analysis: Data, Methodology and Challenge—0
FedSyn: Synthetic Data Generation using Federated Learning—0
DepthwiseGANs: Fast Training Generative Adversarial Networks for Realistic Image Synthesis—0
Dessie: Disentanglement for Articulated 3D Horse Shape and Pose Estimation from Images—0
Beyond the Norm: A Survey of Synthetic Data Generation for Rare Events—0
DepthSynth: Real-Time Realistic Synthetic Data Generation from CAD Models for 2.5D Recognition—0
Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting—0
Demystifying Graph Neural Network Explanations—0
Detecting Independent Pronoun Bias with Partially-Synthetic Data Generation—0
Advancing Semantic Caching for LLMs with Domain-Specific Embeddings and Synthetic Data—0
Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation—0
Faster Private Minimum Spanning Trees—0
FFPDG: Fast, Fair and Private Data Generation—0
deepNIR: Datasets for generating synthetic NIR images and improved fruit detection system using deep learning techniques—0
Differentially Private Non Parametric Copulas: Generating synthetic data with non parametric copulas under privacy guarantees—0
Differentially Private Normalizing Flows for Privacy-Preserving Density Estimation—0
Differentially Private Synthetic Data Generation via Lipschitz-Regularised Variational Autoencoders—0
Deep Metric Learning-Based Out-of-Distribution Detection with Synthetic Outlier Exposure—0
Differentially Private Synthetic High-dimensional Tabular Stream—0
3D Segmentation of Humans in Point Clouds with Synthetic Data—0
Differential Privacy Under Class Imbalance: Methods and Empirical Insights—0
Deep learning based on Transformer architecture for power system short-term voltage stability assessment with class imbalance—0
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis—0
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining—0
Decentralised, Scalable and Privacy-Preserving Synthetic Data Generation—0
Benchmarking Generative Models on Computational Thinking Tests in Elementary Visual Programming—0
Advancing Retail Data Science: Comprehensive Evaluation of Synthetic Data—0
FairGen: Fair Synthetic Data Generation—0
Bridging the Linguistic Divide: A Survey on Leveraging Large Language Models for Machine Translation—0
FIG: Forward-Inverse Generation for Low-Resource Domain-specific Event Detection—0
DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations—0
DOCTOR: A Multi-Disease Detection Continual Learning Framework Based on Wearable Medical Sensors—0
Does Differentially Private Synthetic Data Lead to Synthetic Discoveries?—0
Does Prompt Design Impact Quality of Data Imputation by LLMs?—0
Does Synthetic Data Generation of LLMs Help Clinical Text Mining?—0
Generation of Anonymous Chest Radiographs Using Latent Diffusion Models for Training Thoracic Abnormality Classification Systems—0
Are Pose Estimators Ready for the Open World? STAGE: Synthetic Data Generation Toolkit for Auditing 3D Human Pose Estimators—0
Universum GANs: Improving GANs through contradictions—0
BELLA: Black box model Explanations by Local Linear Approximations—0
Data Enrichment Opportunities for Distribution Grid Cable Networks using Variational Autoencoders—0
DoPAMine: Domain-specific Pre-training Adaptation from seed-guided data Mining—0
Advancing fNIRS Neuroimaging through Synthetic Data Generation and Machine Learning Applications—0
CALICO: Conversational Agent Localization via Synthetic Data Generation—0
Evaluating the Diversity and Quality of LLM Generated Content—0
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms—0
Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review—0
Data-Driven Approach for Formality-Sensitive Machine Translation: Language-Specific Handling and Synthetic Data Generation—0
An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises—0
Evaluating utility in synthetic banking microdata applications—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