SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 551–575 of 822 papers

TitleStatusHype
Synthetic Data Generation for Bridging Sim2Real Gap in a Production Environment—0
SurvTimeSurvival: Survival Analysis On The Patient With Multiple Visits/RecordsCode0
GEC-DePenD: Non-Autoregressive Grammatical Error Correction with Decoupled Permutation and DecodingCode0
Relation Extraction in underexplored biomedical domains: A diversity-optimised sampling and synthetic data generation approachCode0
3-Dimensional residual neural architecture search for ultrasonic defect detection—0
Learning Defect Prediction from Unrealistic Data—0
MMM and MMMSynth: Clustering of heterogeneous tabular data, and synthetic data generationCode0
Decentralised, Scalable and Privacy-Preserving Synthetic Data Generation—0
Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data—0
Boosting Data Analytics With Synthetic Volume ExpansionCode0
Joint Distributional Learning via Cramer-Wold Distance—0
UAV-Sim: NeRF-based Synthetic Data Generation for UAV-based Perception—0
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive BenchmarkCode0
Deep learning based on Transformer architecture for power system short-term voltage stability assessment with class imbalance—0
Property-Aware Multi-Speaker Data Simulation: A Probabilistic Modelling Technique for Synthetic Data Generation—0
Enhancing ML model accuracy for Digital VLSI circuits using diffusion models: A study on synthetic data generation—0
Log-Gaussian Gamma Processes for Training Bayesian Neural Networks in Raman and CARS Spectroscopies—0
Does Synthetic Data Make Large Language Models More Efficient?—0
Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations—0
Statistical properties and privacy guarantees of an original distance-based fully synthetic data generation method—0
Partition-based differentially private synthetic data generation—0
WinSyn: A High Resolution Testbed for Synthetic DataCode0
FLAIM: AIM-based Synthetic Data Generation in the Federated SettingCode0
Stable Training of Probabilistic Models Using the Leave-One-Out Maximum Log-Likelihood ObjectiveCode0
Hate Speech Detection in Limited Data Contexts using Synthetic Data Generation—0
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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