SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 571–580 of 822 papers

TitleStatusHype
Does Synthetic Data Generation of LLMs Help Clinical Text Mining?—0
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information ExtractionCode1
EEG Synthetic Data Generation Using Probabilistic Diffusion ModelsCode1
Quantifying the LiDAR Sim-to-Real Domain Shift: A Detailed Investigation Using Object Detectors and Analyzing Point Clouds at Target-LevelCode0
Synthesizing Mixed-type Electronic Health Records using Diffusion Models—0
Distributional Learning of Variational AutoEncoder: Application to Synthetic Data GenerationCode0
Machine Learning for Synthetic Data Generation: A Review—0
A Modified CTGAN-Plus-Features Based Method for Optimal Asset Allocation—0
REaLTabFormer: Generating Realistic Relational and Tabular Data using TransformersCode2
PromptMix: Text-to-image diffusion models enhance the performance of lightweight networks—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