SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 51–75 of 822 papers

TitleStatusHype
AnthroNet: Conditional Generation of Humans via AnthropometricsCode1
Generating Multidimensional Clusters With Support LinesCode1
API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMsCode1
Generating tabular datasets under differential privacyCode1
Generalizing electrocardiogram delineation -- Training convolutional neural networks with synthetic data augmentationCode1
CLIPPER: Compression enables long-context synthetic data generationCode1
Controllable 3D Generative Adversarial Face Model via Disentangling Shape and AppearanceCode1
Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and RefinementCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare RecordsCode1
GeoPointGAN: Synthetic Spatial Data with Local Label Differential PrivacyCode1
Learning from synthetic data generated with GRADECode1
An evaluation framework for synthetic data generation modelsCode1
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language ModelsCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapesCode1
Boosting Synthetic Data Generation with Effective Nonlinear Causal DiscoveryCode1
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information ExtractionCode1
FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop DataCode1
Analysis and Evaluation of Synthetic Data Generation in Speech Dysfluency DetectionCode1
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANsCode1
EEG Synthetic Data Generation Using Probabilistic Diffusion ModelsCode1
Black-Box Attacks on Sequential Recommenders via Data-Free Model ExtractionCode1
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation ModelsCode1
DuoGuard: A Two-Player RL-Driven Framework for Multilingual LLM GuardrailsCode1
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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