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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 551–600 of 822 papers

TitleStatusHype
Synthetic Data Generation for Bridging Sim2Real Gap in a Production Environment—0
SurvTimeSurvival: Survival Analysis On The Patient With Multiple Visits/RecordsCode0
GEC-DePenD: Non-Autoregressive Grammatical Error Correction with Decoupled Permutation and DecodingCode0
Relation Extraction in underexplored biomedical domains: A diversity-optimised sampling and synthetic data generation approachCode0
3-Dimensional residual neural architecture search for ultrasonic defect detection—0
Learning Defect Prediction from Unrealistic Data—0
MMM and MMMSynth: Clustering of heterogeneous tabular data, and synthetic data generationCode0
Decentralised, Scalable and Privacy-Preserving Synthetic Data Generation—0
Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data—0
Boosting Data Analytics With Synthetic Volume ExpansionCode0
Joint Distributional Learning via Cramer-Wold Distance—0
UAV-Sim: NeRF-based Synthetic Data Generation for UAV-based Perception—0
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive BenchmarkCode0
Deep learning based on Transformer architecture for power system short-term voltage stability assessment with class imbalance—0
Property-Aware Multi-Speaker Data Simulation: A Probabilistic Modelling Technique for Synthetic Data Generation—0
Enhancing ML model accuracy for Digital VLSI circuits using diffusion models: A study on synthetic data generation—0
Log-Gaussian Gamma Processes for Training Bayesian Neural Networks in Raman and CARS Spectroscopies—0
Does Synthetic Data Make Large Language Models More Efficient?—0
Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations—0
Statistical properties and privacy guarantees of an original distance-based fully synthetic data generation method—0
Partition-based differentially private synthetic data generation—0
WinSyn: A High Resolution Testbed for Synthetic DataCode0
FLAIM: AIM-based Synthetic Data Generation in the Federated SettingCode0
Stable Training of Probabilistic Models Using the Leave-One-Out Maximum Log-Likelihood ObjectiveCode0
Hate Speech Detection in Limited Data Contexts using Synthetic Data Generation—0
ProtoNER: Few shot Incremental Learning for Named Entity Recognition using Prototypical Networks—0
Synthetic Data Generation in Low-Resource Settings via Fine-Tuning of Large Language Models—0
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey—0
Synthetic Data Generation and Deep Learning for the Topological Analysis of 3D Data—0
Industrial Application of 6D Pose Estimation for Robotic Manipulation in Automotive Internal Logistics—0
Methods for generating and evaluating synthetic longitudinal patient data: a systematic review—0
CONVERSER: Few-Shot Conversational Dense Retrieval with Synthetic Data GenerationCode0
A Multi-label Classification Approach to Increase Expressivity of EMG-based Gesture Recognition—0
A robust synthetic data generation framework for machine learning in High-Resolution Transmission Electron Microscopy (HRTEM)—0
A supervised generative optimization approach for tabular data—0
Distributional Data Augmentation Methods for Low Resource LanguageCode0
SMOClust: Synthetic Minority Oversampling based on Stream Clustering for Evolving Data StreamsCode0
Method for Generating Synthetic Data Combining Chest Radiography Images with Tabular Clinical Information Using Dual Generative Models—0
Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation—0
The Devil in the Details: Simple and Effective Optical Flow Synthetic Data Generation—0
Balanced Face Dataset: Guiding StyleGAN to Generate Labeled Synthetic Face Image Dataset for Underrepresented GroupCode0
Improving Generalization of Synthetically Trained Sonar Image Descriptors for Underwater Place RecognitionCode0
Enhancing Object Detection in Ancient Documents with Synthetic Data Generation and Transformer-Based Models—0
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis—0
Smart Infrastructure: A Research Junction—0
CuTS: Customizable Tabular Synthetic Data GenerationCode0
Approximate, Adapt, Anonymize (3A): a Framework for Privacy Preserving Training Data Release for Machine Learning—0
FFPDG: Fast, Fair and Private Data Generation—0
Synthetic Demographic Data Generation for Card Fraud Detection Using GANsCode0
SaGess: Sampling Graph Denoising Diffusion Model for Scalable Graph GenerationCode0
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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