SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 822 papers

TitleStatusHype
Lightweight Safety Guardrails via Synthetic Data and RL-guided Adversarial Training—0
DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations—0
How Good Are Synthetic Requirements ? Evaluating LLM-Generated Datasets for AI4RECode0
SoK: Can Synthetic Images Replace Real Data? A Survey of Utility and Privacy of Synthetic Image Generation—0
PuckTrick: A Library for Making Synthetic Data More Realistic—0
RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models—0
Latent Noise Injection for Private and Statistically Aligned Synthetic Data Generation—0
Graph-Convolutional-Beta-VAE for Synthetic Abdominal Aorta Aneurysm Generation—0
The Synthetic Mirror -- Synthetic Data at the Age of Agentic AI—0
SDialog: A Python Toolkit for Synthetic Dialogue Generation and AnalysisCode2
Cosmos-Drive-Dreams: Scalable Synthetic Driving Data Generation with World Foundation ModelsCode3
Unlocking the Potential of Large Language Models in the Nuclear Industry with Synthetic Data—0
Spatiotemporal deep learning models for detection of rapid intensification in cyclones—0
Private Evolution Converges—0
Scaling Human Activity Recognition: A Comparative Evaluation of Synthetic Data Generation and Augmentation Techniques—0
SOP-Bench: Complex Industrial SOPs for Evaluating LLM Agents—0
SPARQ: Synthetic Problem Generation for Reasoning via Quality-Diversity Algorithms—0
Synthetic Tabular Data: Methods, Attacks and Defenses—0
Optimization-Free Universal Watermark Forgery with Regenerative Diffusion ModelsCode0
Synthetic Dataset Generation for Autonomous Mobile Robots Using 3D Gaussian Splatting for Vision Training—0
Gen-n-Val: Agentic Image Data Generation and Validation—0
Beyond the Norm: A Survey of Synthetic Data Generation for Rare Events—0
BEAR: BGP Event Analysis and ReportingCode0
Does Prompt Design Impact Quality of Data Imputation by LLMs?—0
RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions—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