SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 126–150 of 822 papers

TitleStatusHype
Generative Wind Power Curve Modeling Via Machine Vision: A Self-learning Deep Convolutional Network Based MethodCode1
LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye ImagesCode1
MEDIBENG WHISPER TINY: A FINE-TUNED CODE-SWITCHED BENGALI-ENGLISH TRANSLATOR FOR CLINICAL APPLICATIONSCode1
D3A-TS: Denoising-Driven Data Augmentation in Time SeriesCode1
RAGSynth: Synthetic Data for Robust and Faithful RAG Component OptimizationCode1
Leveraging Generative AI Models for Synthetic Data Generation in Healthcare: Balancing Research and PrivacyCode1
MTSS-GAN: Multivariate Time Series Simulation Generative Adversarial NetworksCode1
ConText-CIR: Learning from Concepts in Text for Composed Image RetrievalCode1
Controllable 3D Generative Adversarial Face Model via Disentangling Shape and AppearanceCode1
Improved Training of Wasserstein GANsCode1
Copula-based synthetic data augmentation for machine-learning emulatorsCode1
CLIPPER: Compression enables long-context synthetic data generationCode1
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare RecordsCode1
Learning Compact Metrics for MTCode1
MarkushGrapher: Joint Visual and Textual Recognition of Markush StructuresCode1
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown InterventionsCode1
Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and RefinementCode1
Groove2Groove: One-Shot Music Style Transfer with Supervision from Synthetic DataCode1
DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data GenerationCode1
A Comprehensive Survey of Synthetic Tabular Data GenerationCode1
Learning from synthetic data generated with GRADECode1
Datasheets Aren't Enough: DataRubrics for Automated Quality Metrics and AccountabilityCode1
Data-Free Knowledge Distillation via Feature Exchange and Activation Region ConstraintCode1
SocialDial: A Benchmark for Socially-Aware Dialogue SystemsCode1
Will we run out of data? Limits of LLM scaling based on human-generated dataCode1
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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