SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 476–500 of 822 papers

TitleStatusHype
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive BenchmarkCode0
Joint Distributional Learning via Cramer-Wold Distance—0
UAV-Sim: NeRF-based Synthetic Data Generation for UAV-based Perception—0
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizingCode1
Property-Aware Multi-Speaker Data Simulation: A Probabilistic Modelling Technique for Synthetic Data Generation—0
Deep learning based on Transformer architecture for power system short-term voltage stability assessment with class imbalance—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
Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations—0
Does Synthetic Data Make Large Language Models More Efficient?—0
Partition-based differentially private synthetic data generation—0
Statistical properties and privacy guarantees of an original distance-based fully synthetic data generation method—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
ProtoNER: Few shot Incremental Learning for Named Entity Recognition using Prototypical Networks—0
Synthetic Data Generation in Low-Resource Settings via Fine-Tuning of Large Language Models—0
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey—0
Synthetic Data Generation and Deep Learning for the Topological Analysis of 3D Data—0
Industrial Application of 6D Pose Estimation for Robotic Manipulation in Automotive Internal Logistics—0
Methods for generating and evaluating synthetic longitudinal patient data: a systematic review—0
GECTurk: Grammatical Error Correction and Detection Dataset for TurkishCode1
A Multi-label Classification Approach to Increase Expressivity of EMG-based Gesture Recognition—0
CONVERSER: Few-Shot Conversational Dense Retrieval with Synthetic Data GenerationCode0
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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