SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 822 papers

TitleStatusHype
GLiNER-BioMed: A Suite of Efficient Models for Open Biomedical Named Entity RecognitionCode1
Improved Training of Wasserstein GANsCode1
CAD2Render: A Modular Toolkit for GPU-accelerated Photorealistic Synthetic Data Generation for the Manufacturing IndustryCode1
Generalizing electrocardiogram delineation -- Training convolutional neural networks with synthetic data augmentationCode1
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizingCode1
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
Generative Wind Power Curve Modeling Via Machine Vision: A Self-learning Deep Convolutional Network Based MethodCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown InterventionsCode1
Analysis and Evaluation of Synthetic Data Generation in Speech Dysfluency DetectionCode1
ConText-CIR: Learning from Concepts in Text for Composed Image RetrievalCode1
GECTurk: Grammatical Error Correction and Detection Dataset for TurkishCode1
Generating Multidimensional Clusters With Support LinesCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
Copula-based synthetic data augmentation for machine-learning emulatorsCode1
Learning from synthetic data generated with GRADECode1
Leveraging Generative AI Models for Synthetic Data Generation in Healthcare: Balancing Research and PrivacyCode1
Boosting Synthetic Data Generation with Effective Nonlinear Causal DiscoveryCode1
An evaluation framework for synthetic data generation modelsCode1
FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop DataCode1
BLEUBERI: BLEU is a surprisingly effective reward for instruction followingCode1
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language ModelsCode1
FinDiff: Diffusion Models for Financial Tabular Data GenerationCode1
Generating Synthetic Handwritten Historical Documents With OCR Constrained GANsCode1
EEG Synthetic Data Generation Using Probabilistic Diffusion ModelsCode1
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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