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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 781–790 of 822 papers

Title	Date	Tasks	Status	Hype
Using U-Nets to Create High-Fidelity Virtual Observations of the Solar Corona	Nov 10, 2019	DecoderImage-to-Image Translation	CodeCode Available	0
Data Generation for Neural Programming by Example	Nov 6, 2019	BIG-bench Machine LearningSynthetic Data Generation	CodeCode Available	0
Variational Autoencoders for Generative Modelling of Water Cherenkov Detectors	Nov 1, 2019	Synthetic Data Generation	—Unverified	0
SYSTRAN @ WAT 2019: Russian-Japanese News Commentary task	Nov 1, 2019	Data AugmentationSynthetic Data Generation	—Unverified	0
Animal Detection in Man-made Environments	Oct 24, 2019	Edge Detectionobject-detection	CodeCode Available	0
Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions	Sep 30, 2019	Synthetic Data GenerationTime Series	CodeCode Available	0
Differentially Private Mixed-Type Data Generation For Unsupervised Learning	Sep 25, 2019	Synthetic Data GenerationVocal Bursts Type Prediction	CodeCode Available	0
Restyling Data: Application to Unsupervised Domain Adaptation	Sep 24, 2019	Domain AdaptationStyle Transfer	—Unverified	0
Unsupervised Adaptation for Synthetic-to-Real Handwritten Word Recognition	Sep 18, 2019	Data AugmentationHandwritten Text Recognition	—Unverified	0
PMU Data Feature Considerations for Realistic, Synthetic Data Generation	Aug 14, 2019	Synthetic Data Generation	—Unverified	0

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All datasets UCI Epileptic Seizure Recognition UNSW-NB15

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	corGAN	AUROC	0.92	—	Unverified
2	GAN	AUROC	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	kiNETGAN	EMD	0.07	—	Unverified
2	CTGAN	EMD	0.07	—	Unverified