SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 601–650 of 822 papers

TitleStatusHype
Data-Driven Approach for Formality-Sensitive Machine Translation: Language-Specific Handling and Synthetic Data Generation—0
Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review—0
Data Enrichment Opportunities for Distribution Grid Cable Networks using Variational Autoencoders—0
Decentralised, Scalable and Privacy-Preserving Synthetic Data Generation—0
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis—0
Deep learning based on Transformer architecture for power system short-term voltage stability assessment with class imbalance—0
Deep Metric Learning-Based Out-of-Distribution Detection with Synthetic Outlier Exposure—0
deepNIR: Datasets for generating synthetic NIR images and improved fruit detection system using deep learning techniques—0
Demystifying Graph Neural Network Explanations—0
DepthSynth: Real-Time Realistic Synthetic Data Generation from CAD Models for 2.5D Recognition—0
DepthwiseGANs: Fast Training Generative Adversarial Networks for Realistic Image Synthesis—0
Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN—0
Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model—0
Dessie: Disentanglement for Articulated 3D Horse Shape and Pose Estimation from Images—0
Detecting Anomalous Invoice Line Items in the Legal Case Lifecycle—0
Detecting Independent Pronoun Bias with Partially-Synthetic Data Generation—0
Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation—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
Differentially Private Synthetic Data Using KD-Trees—0
Differentially Private Synthetic High-dimensional Tabular Stream—0
Differential Privacy Under Class Imbalance: Methods and Empirical Insights—0
DiffInject: Revisiting Debias via Synthetic Data Generation using Diffusion-based Style Injection—0
DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models—0
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining—0
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation—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
Does Synthetic Data Make Large Language Models More Efficient?—0
Domain Generalization via Ensemble Stacking for Face Presentation Attack Detection—0
Domain-Transferred Synthetic Data Generation for Improving Monocular Depth Estimation—0
DoPAMine: Domain-specific Pre-training Adaptation from seed-guided data Mining—0
Effective deep learning training for single-image super-resolution in endomicroscopy exploiting video-registration-based reconstruction—0
Effect of Balancing Data Using Synthetic Data on the Performance of Machine Learning Classifiers for Intrusion Detection in Computer Networks—0
Effect of Kinematics and Fluency in Adversarial Synthetic Data Generation for ASL Recognition with RF Sensors—0
Effects of Using Synthetic Data on Deep Recommender Models' Performance—0
ElderSim: A Synthetic Data Generation Platform for Human Action Recognition in Eldercare Applications—0
Embedding-Driven Diversity Sampling to Improve Few-Shot Synthetic Data Generation—0
Empirical Analysis of Noising Scheme based Synthetic Data Generation for Automatic Post-editing—0
Empirical Similarity for Absent Data Generation in Imbalanced Classification—0
End to End Collaborative Synthetic Data Generation—0
Energy-Based Modelling for Discrete and Mixed Data via Heat Equations on Structured Spaces—0
Enhanced segmentation of femoral bone metastasis in CT scans of patients using synthetic data generation with 3D diffusion models—0
Enhancement of 3D Camera Synthetic Training Data with Noise Models—0
Enhancing Clinical Documentation with Synthetic Data: Leveraging Generative Models for Improved Accuracy—0
Enhancing crop classification accuracy by synthetic SAR-Optical data generation using deep learning—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