SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 301–325 of 822 papers

TitleStatusHype
Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science—0
Generated Data with Fake Privacy: Hidden Dangers of Fine-tuning Large Language Models on Generated Data—0
A Modified CTGAN-Plus-Features Based Method for Optimal Asset Allocation—0
CONSULT: Contrastive Self-Supervised Learning for Few-shot Tumor Detection—0
Generalizing Back-Translation in Neural Machine Translation—0
AugGen: Synthetic Augmentation Can Improve Discriminative Models—0
Hands-Up: Leveraging Synthetic Data for Hands-On-Wheel Detection—0
Aug2Search: Enhancing Facebook Marketplace Search with LLM-Generated Synthetic Data Augmentation—0
GANs and alternative methods of synthetic noise generation for domain adaption of defect classification of Non-destructive ultrasonic testing—0
A Method for Handling Multi-class Imbalanced Data by Geometry based Information Sampling and Class Prioritized Synthetic Data Generation (GICaPS)—0
From Gaming to Research: GTA V for Synthetic Data Generation for Robotics and Navigations—0
Conditional Synthetic Data Generation for Personal Thermal Comfort Models—0
Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2—0
From Alignment to Advancement: Bootstrapping Audio-Language Alignment with Synthetic Data—0
Foundations of Bayesian Learning from Synthetic Data—0
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey—0
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data—0
Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation—0
Conciseness: An Overlooked Language Task—0
Attention-Based Synthetic Data Generation for Calibration-Enhanced Survival Analysis: A Case Study for Chronic Kidney Disease Using Electronic Health Records—0
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets—0
Generating Reliable Synthetic Clinical Trial Data: The Role of Hyperparameter Optimization and Domain Constraints—0
Graph-Convolutional-Beta-VAE for Synthetic Abdominal Aorta Aneurysm Generation—0
Talk the Walk: Synthetic Data Generation for Conversational Music Recommendation—0
Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation—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