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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 101–150 of 822 papers

TitleStatusHype
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown InterventionsCode1
CAD2Render: A Modular Toolkit for GPU-accelerated Photorealistic Synthetic Data Generation for the Manufacturing IndustryCode1
Will we run out of data? Limits of LLM scaling based on human-generated dataCode1
Scrape, Cut, Paste and Learn: Automated Dataset Generation Applied to Parcel LogisticsCode1
Privacy-Preserving Synthetic Data Generation for Recommendation SystemsCode1
RLIP: Relational Language-Image Pre-training for Human-Object Interaction DetectionCode1
Controllable 3D Generative Adversarial Face Model via Disentangling Shape and AppearanceCode1
TRoVE: Transforming Road Scene Datasets into Photorealistic Virtual EnvironmentsCode1
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation ModelsCode1
Transfer learning for time series classification using synthetic data generationCode1
dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data GenerationCode1
Noise-Aware Statistical Inference with Differentially Private Synthetic DataCode1
GeoPointGAN: Synthetic Spatial Data with Local Label Differential PrivacyCode1
Delving into High-Quality Synthetic Face Occlusion Segmentation DatasetsCode1
TorMentor: Deterministic dynamic-path, data augmentations with fractalsCode1
DFNet: Enhance Absolute Pose Regression with Direct Feature MatchingCode1
CrossLoc: Scalable Aerial Localization Assisted by Multimodal Synthetic DataCode1
Generalizing electrocardiogram delineation -- Training convolutional neural networks with synthetic data augmentationCode1
TimeVAE: A Variational Auto-Encoder for Multivariate Time Series GenerationCode1
Learning Compact Metrics for MTCode1
Black-Box Attacks on Sequential Recommenders via Data-Free Model ExtractionCode1
Generative Wind Power Curve Modeling Via Machine Vision: A Self-learning Deep Convolutional Network Based MethodCode1
ZPY: Open Source Synthetic Data for Computer VisionCode1
SuperCaustics: Real-time, open-source simulation of transparent objects for deep learning applicationsCode1
SinGAN-Seg: Synthetic training data generation for medical image segmentationCode1
NViSII: A Scriptable Tool for Photorealistic Image GenerationCode1
Synthetic Data Generation for Grammatical Error Correction with Tagged Corruption ModelsCode1
Synthetic 3D Data Generation Pipeline for Geometric Deep Learning in ArchitectureCode1
UnrealROX+: An Improved Tool for Acquiring Synthetic Data from Virtual 3D EnvironmentsCode1
Generating Synthetic Handwritten Historical Documents With OCR Constrained GANsCode1
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANsCode1
Differentially Private Synthetic Medical Data Generation using Convolutional GANsCode1
Copula-based synthetic data augmentation for machine-learning emulatorsCode1
Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive EvaluationCode1
DeepNAG: Deep Non-Adversarial Gesture GenerationCode1
Tabular Transformers for Modeling Multivariate Time SeriesCode1
Scenic: A Language for Scenario Specification and Data GenerationCode1
Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANsCode1
SYNC: A Copula based Framework for Generating Synthetic Data from Aggregated SourcesCode1
Groove2Groove: One-Shot Music Style Transfer with Supervision from Synthetic DataCode1
Partially Synthetic Data for Recommender Systems: Prediction Performance and Preference HidingCode1
MTSS-GAN: Multivariate Time Series Simulation Generative Adversarial NetworksCode1
DeltaPy: A Framework for Tabular Data Augmentation in PythonCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data GenerationCode1
Segmenting Unseen Industrial Components in a Heavy Clutter Using RGB-D Fusion and Synthetic DataCode1
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare RecordsCode1
SoftAdapt: Techniques for Adaptive Loss Weighting of Neural Networks with Multi-Part Loss FunctionsCode1
Privacy-preserving data sharing via probabilistic modellingCode1
Scenic: A Language for Scenario Specification and Scene GenerationCode1
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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