SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 441–450 of 822 papers

TitleStatusHype
What Makes and Breaks Safety Fine-tuning? A Mechanistic Study—0
Convex space learning for tabular synthetic data generationCode0
When in Doubt, Cascade: Towards Building Efficient and Capable Guardrails—0
Synthetic Data for Discriminating Serotonergic Neurons using Convolutional Neural Networks—0
Synthetic Test Data Generation Using Recurrent Neural Networks: A Position Paper—0
Enhancing Hallucination Detection through Perturbation-Based Synthetic Data Generation in System ResponsesCode0
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation—0
Synthetic Multimodal Question Generation—0
SK-VQA: Synthetic Knowledge Generation at Scale for Training Context-Augmented Multimodal LLMs—0
Effects of Using Synthetic Data on Deep Recommender Models' Performance—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