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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 231–240 of 822 papers

Title	Date	Tasks	Status	Hype	Score
HP-GAN: Probabilistic 3D human motion prediction via GAN	Nov 27, 2017	Autonomous VehiclesHuman motion prediction	CodeCode Available	0	5
Flexible Generation of Preference Data for Recommendation Analysis	Jul 23, 2024	BenchmarkingRecommendation Systems	CodeCode Available	0	5
ConvGeN: Convex space learning improves deep-generative oversampling for tabular imbalanced classification on smaller datasets	Jun 20, 2022	BenchmarkingFraud Detection	CodeCode Available	0	5
Relation Extraction in underexplored biomedical domains: A diversity-optimised sampling and synthetic data generation approach	Nov 10, 2023	DiversityDrug Discovery	CodeCode Available	0	5
Convex space learning for tabular synthetic data generation	Jul 13, 2024	Deep Learningimbalanced classification	CodeCode Available	0	5
A Multi-Faceted Evaluation Framework for Assessing Synthetic Data Generated by Large Language Models	Apr 20, 2024	Synthetic Data Generation	CodeCode Available	0	5
Burst Denoising with Kernel Prediction Networks	Dec 6, 2017	DenoisingPrediction	CodeCode Available	0	5
Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic Data	Dec 4, 2024	Lesion SegmentationQuantitative MRI	CodeCode Available	0	5
GenSyn: A Multi-stage Framework for Generating Synthetic Microdata using Macro Data Sources	Dec 8, 2022	Synthetic Data Generation	CodeCode Available	0	5
CONVERSER: Few-Shot Conversational Dense Retrieval with Synthetic Data Generation	Sep 13, 2023	Conversational SearchIn-Context Learning	CodeCode Available	0	5

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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