Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 822 papers

Title	Date	Tasks	Status	Hype	Score
Qwen2.5-Coder Technical Report	Sep 18, 2024	Code Generation	CodeCode Available	11	5
Better Synthetic Data by Retrieving and Transforming Existing Datasets	Apr 22, 2024	Dataset GenerationDiversity	CodeCode Available	7	5
LAB: Large-Scale Alignment for ChatBots	Mar 2, 2024	Instruction FollowingLanguage Modeling	CodeCode Available	5	5
DataDreamer: A Tool for Synthetic Data Generation and Reproducible LLM Workflows	Feb 16, 2024	Synthetic Data Generation	CodeCode Available	5	5
TrueTeacher: Learning Factual Consistency Evaluation with Large Language Models	May 18, 2023	Natural Language InferenceSynthetic Data Generation	CodeCode Available	4	5
GraphGen: Enhancing Supervised Fine-Tuning for LLMs with Knowledge-Driven Synthetic Data Generation	May 26, 2025	Question AnsweringSynthetic Data Generation	CodeCode Available	4	5
Nemotron-4 340B Technical Report	Jun 17, 2024	Synthetic Data Generation	CodeCode Available	4	5
FSID: Fully Synthetic Image Denoising via Procedural Scene Generation	Dec 7, 2022	DenoisingImage Denoising	CodeCode Available	4	5
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic Data	Jan 21, 2025	FairnessImputation	CodeCode Available	4	5
MegActor: Harness the Power of Raw Video for Vivid Portrait Animation	May 31, 2024	Portrait AnimationStyle Transfer	CodeCode Available	4	5
Annif at SemEval-2025 Task 5: Traditional XMTC augmented by LLMs	Apr 28, 2025	Synthetic Data Generation	CodeCode Available	3	5
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis	Dec 27, 2024	DiversitySynthetic Data Generation	CodeCode Available	3	5
Cosmos-Drive-Dreams: Scalable Synthetic Driving Data Generation with World Foundation Models	Jun 10, 2025	3D Lane Detection3D Object Detection	CodeCode Available	3	5
A Survey on Deep Learning for Theorem Proving	Apr 15, 2024	Automated Theorem ProvingDeep Learning	CodeCode Available	3	5
ReasonIR: Training Retrievers for Reasoning Tasks	Apr 29, 2025	Information RetrievalMMLU	CodeCode Available	3	5
Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting	Jul 21, 2023	ImputationProbabilistic Time Series Forecasting	CodeCode Available	2	5
Mellow: a small audio language model for reasoning	Mar 11, 2025	Audio captioningLanguage Modeling	CodeCode Available	2	5
Pedagogical Alignment of Large Language Models	Feb 7, 2024	Synthetic Data Generation	CodeCode Available	2	5
REaLTabFormer: Generating Realistic Relational and Tabular Data using Transformers	Feb 4, 2023	Synthetic Data Generation	CodeCode Available	2	5
Benchmarking Synthetic Tabular Data: A Multi-Dimensional Evaluation Framework	Apr 2, 2025	BenchmarkingSynthetic Data Generation	CodeCode Available	2	5
BEDLAM: A Synthetic Dataset of Bodies Exhibiting Detailed Lifelike Animated Motion	Jun 29, 2023	Synthetic Data Generation	CodeCode Available	2	5
A Synthetic Dataset for Personal Attribute Inference	Jun 11, 2024	AttributeAuthor Profiling	CodeCode Available	2	5
Improved Multi-Task Brain Tumour Segmentation with Synthetic Data Augmentation	Nov 7, 2024	Data AugmentationSynthetic Data Generation	CodeCode Available	2	5
Improving 2D Human Pose Estimation in Rare Camera Views with Synthetic Data	Jul 13, 2023	2D Human Pose EstimationPose Estimation	CodeCode Available	2	5
InPars Toolkit: A Unified and Reproducible Synthetic Data Generation Pipeline for Neural Information Retrieval	Jul 10, 2023	GPUInformation Retrieval	CodeCode Available	2	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