SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–260 of 822 papers

TitleStatusHype
Effective deep learning training for single-image super-resolution in endomicroscopy exploiting video-registration-based reconstruction—0
Effect of Balancing Data Using Synthetic Data on the Performance of Machine Learning Classifiers for Intrusion Detection in Computer Networks—0
Effect of Kinematics and Fluency in Adversarial Synthetic Data Generation for ASL Recognition with RF Sensors—0
Effects of Using Synthetic Data on Deep Recommender Models' Performance—0
An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises—0
FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning—0
FIG: Forward-Inverse Generation for Low-Resource Domain-specific Event Detection—0
BARE: Leveraging Base Language Models for Few-Shot Synthetic Data Generation—0
Balancing Cost and Effectiveness of Synthetic Data Generation Strategies for LLMs—0
A density ratio framework for evaluating the utility of synthetic data—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