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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
Meta-Sim2: Unsupervised Learning of Scene Structure for Synthetic Data Generation—0
AutoSimulate: (Quickly) Learning Synthetic Data Generation—0
Hide-and-Seek Privacy ChallengeCode0
A Comparative Study of Synthetic Data Generation Methods for Grammatical Error Correction—0
Unnatural Language Processing: Bridging the Gap Between Synthetic and Natural Language DataCode0
SynCGAN: Using learnable class specific priors to generate synthetic data for improving classifier performance on cytological images—0
Imperfect ImaGANation: Implications of GANs Exacerbating Biases on Facial Data Augmentation and Snapchat Selfie Lenses—0
Differentially Private Synthetic Mixed-Type Data Generation For Unsupervised LearningCode0
Comparative Study of Differentially Private Synthetic Data Algorithms from the NIST PSCR Differential Privacy Synthetic Data ChallengeCode0
Using U-Nets to Create High-Fidelity Virtual Observations of the Solar CoronaCode0
Data Generation for Neural Programming by ExampleCode0
SYSTRAN @ WAT 2019: Russian-Japanese News Commentary task—0
Variational Autoencoders for Generative Modelling of Water Cherenkov Detectors—0
Animal Detection in Man-made EnvironmentsCode0
Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open QuestionsCode0
Differentially Private Mixed-Type Data Generation For Unsupervised LearningCode0
Restyling Data: Application to Unsupervised Domain Adaptation—0
Unsupervised Adaptation for Synthetic-to-Real Handwritten Word Recognition—0
PMU Data Feature Considerations for Realistic, Synthetic Data Generation—0
Trustable and Automated Machine Learning Running with Blockchain and Its Applications—0
Supervised Symbolic Music Style Translation Using Synthetic DataCode0
Generalizing Back-Translation in Neural Machine Translation—0
PATE-GAN: Generating Synthetic Data with Differential Privacy GuaranteesCode0
Synthetic Data Generation and Adaption for Object Detection in Smart Vending Machines—0
Small Target Detection for Search and Rescue Operations using Distributed Deep Learning and Synthetic Data Generation—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