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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 651–700 of 822 papers

TitleStatusHype
GeoPointGAN: Synthetic Spatial Data with Local Label Differential PrivacyCode1
Virtual passengers for real car solutions: synthetic datasets—0
Delving into High-Quality Synthetic Face Occlusion Segmentation DatasetsCode1
Synthetic Point Cloud Generation for Class Segmentation Applications—0
Towards Feature Distribution Alignment and Diversity Enhancement for Data-Free Quantization—0
Spending Privacy Budget Fairly and Wisely—0
Entity-Conditioned Question Generation for Robust Attention Distribution in Neural Information RetrievalCode0
A quantum generative model for multi-dimensional time series using Hamiltonian learning—0
Geometric Understanding of Sketches—0
TorMentor: Deterministic dynamic-path, data augmentations with fractalsCode1
DFNet: Enhance Absolute Pose Regression with Direct Feature MatchingCode1
Effect of Balancing Data Using Synthetic Data on the Performance of Machine Learning Classifiers for Intrusion Detection in Computer Networks—0
deepNIR: Datasets for generating synthetic NIR images and improved fruit detection system using deep learning techniques—0
FedSyn: Synthetic Data Generation using Federated Learning—0
Conditional Synthetic Data Generation for Personal Thermal Comfort Models—0
Hybrid Deep Learning Model using SPCAGAN Augmentation for Insider Threat Analysis—0
Synthetic Defect Generation for Display Front-of-Screen Quality Inspection: A Survey—0
Improving generalization with synthetic training data for deep learning based quality inspection—0
A Semi-Synthetic Dataset Generation Framework for Causal Inference in Recommender SystemsCode0
Cut and Continuous Paste towards Real-time Deep Fall Detection—0
Logical Reasoning for Task Oriented Dialogue Systems—0
Variational Autoencoder Generative Adversarial Network for Synthetic Data Generation in Smart Home—0
Fighting Money Laundering with Statistics and Machine Learning—0
Region-based Layout Analysis of Music Score Images—0
Effect of Kinematics and Fluency in Adversarial Synthetic Data Generation for ASL Recognition with RF Sensors—0
CrossLoc: Scalable Aerial Localization Assisted by Multimodal Synthetic DataCode1
Correlation inference attacks against machine learning modelsCode0
Automatic generation of realistic training data for learning parallel-jaw grasping from synthetic stereo images—0
Generative Adversarial Networks for Synthetic Data Generation: A Comparative Study—0
Generalizing electrocardiogram delineation -- Training convolutional neural networks with synthetic data augmentationCode1
Demystifying Graph Neural Network Explanations—0
Entity-Conditioned Question Generation for Robust Attention Distribution in Neural Information Retrieval—0
TimeVAE: A Variational Auto-Encoder for Multivariate Time Series GenerationCode1
Synthetic sampling from small datasets: A modified mega-trend diffusion approach using k-nearest neighborsCode0
HydraGAN A Multi-head, Multi-objective Approach to Synthetic Data Generation—0
Synthetic Data Generation and Multi-Task Learning for Extracting Temporal Information from Health-Related Narrative Text—0
Building Adaptive Acceptability Classifiers for Neural NLG—0
Multi-stage Training with Improved Negative Contrast for Neural Passage Retrieval—0
Semi-supervised dry herbage mass estimation using automatic data and synthetic images—0
Learning Compact Metrics for MTCode1
Interrogating Paradigms in Self-supervised Graph Representation Learning—0
CAGE: Probing Causal Relationships in Deep Generative Models—0
Synthetic Data Generation for Fraud Detection using GANs—0
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data—0
Generation of Synthetic Electronic Health Records Using a Federated GAN—0
Black-Box Attacks on Sequential Recommenders via Data-Free Model ExtractionCode1
CDCGen: Cross-Domain Conditional Generation via Normalizing Flows and Adversarial Training—0
Generative Wind Power Curve Modeling Via Machine Vision: A Self-learning Deep Convolutional Network Based MethodCode1
ZPY: Open Source Synthetic Data for Computer VisionCode1
WeChat Neural Machine Translation Systems for WMT21—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