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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
GECTurk: Grammatical Error Correction and Detection Dataset for TurkishCode1
API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMsCode1
GenerateCT: Text-Conditional Generation of 3D Chest CT VolumesCode1
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language ModelsCode1
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
Generating tabular datasets under differential privacyCode1
GLiNER-BioMed: A Suite of Efficient Models for Open Biomedical Named Entity RecognitionCode1
Learning from synthetic data generated with GRADECode1
An evaluation framework for synthetic data generation modelsCode1
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANsCode1
EEG Synthetic Data Generation Using Probabilistic Diffusion ModelsCode1
dpmm: Differentially Private Marginal Models, a Library for Synthetic Tabular Data GenerationCode1
dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data GenerationCode1
DuoGuard: A Two-Player RL-Driven Framework for Multilingual LLM GuardrailsCode1
Analysis and Evaluation of Synthetic Data Generation in Speech Dysfluency DetectionCode1
Diffusion-based Conditional ECG Generation with Structured State Space ModelsCode1
Diffusion-HPC: Synthetic Data Generation for Human Mesh Recovery in Challenging DomainsCode1
DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data GenerationCode1
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation ModelsCode1
Differentially Private Synthetic Medical Data Generation using Convolutional GANsCode1
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapesCode1
DeepNAG: Deep Non-Adversarial Gesture GenerationCode1
Datasheets Aren't Enough: DataRubrics for Automated Quality Metrics and AccountabilityCode1
DeltaPy: A Framework for Tabular Data Augmentation in PythonCode1
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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