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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 776–800 of 822 papers

TitleStatusHype
Comparative Study of Differentially Private Synthetic Data Algorithms from the NIST PSCR Differential Privacy Synthetic Data ChallengeCode0
A Self-supervised Learning System for Object Detection using Physics Simulation and Multi-view Pose EstimationCode0
Online Data Augmentation for Forecasting with Deep LearningCode0
Learning deep abdominal CT registration through adaptive loss weighting and synthetic data generationCode0
Optimization-Free Universal Watermark Forgery with Regenerative Diffusion ModelsCode0
Optimizing Synthetic Data for Enhanced Pancreatic Tumor SegmentationCode0
AraSpot: Arabic Spoken Command SpottingCode0
Enhancing Amyloid PET Quantification: MRI-Guided Super-Resolution Using Latent Diffusion ModelsCode0
End-to-End Synthetic Data Generation for Domain Adaptation of Question Answering SystemsCode0
ELTEX: A Framework for Domain-Driven Synthetic Data GenerationCode0
Adaptation of Back-translation to Automatic Post-Editing for Synthetic Data GenerationCode0
An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss FunctionsCode0
PATE-GAN: Generating Synthetic Data with Differential Privacy GuaranteesCode0
PAXQA: Generating Cross-lingual Question Answering Examples at Training ScaleCode0
Driving Privacy Forward: Mitigating Information Leakage within Smart Vehicles through Synthetic Data GenerationCode0
Synthetic Demographic Data Generation for Card Fraud Detection Using GANsCode0
Perturbation-Assisted Sample Synthesis: A Novel Approach for Uncertainty QuantificationCode0
Animal Detection in Man-made EnvironmentsCode0
Synthetic location trajectory generation using categorical diffusion modelsCode0
GenQ: Quantization in Low Data Regimes with Generative Synthetic DataCode0
Stable Training of Probabilistic Models Using the Leave-One-Out Maximum Log-Likelihood ObjectiveCode0
A Comprehensive End-to-End Computer Vision Framework for Restoration and Recognition of Low-Quality Engineering DrawingsCode0
Post-training Model Quantization Using GANs for Synthetic Data GenerationCode0
DreamStruct: Understanding Slides and User Interfaces via Synthetic Data GenerationCode0
Analyzing Data-Centric Properties for Graph Contrastive LearningCode0
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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