SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–225 of 822 papers

TitleStatusHype
Privacy-Preserving Analytics for Smart Meter (AMI) Data: A Hybrid Approach to Comply with CPUC Privacy Regulations—0
Synthetic Code Surgery: Repairing Bugs and Vulnerabilities with LLMs and Synthetic Data—0
Uni-AIMS: AI-Powered Microscopy Image Analysis—0
Advancing Uto-Aztecan Language Technologies: A Case Study on the Endangered Comanche LanguageCode0
Generating Reliable Synthetic Clinical Trial Data: The Role of Hyperparameter Optimization and Domain Constraints—0
AI-Generated Fall Data: Assessing LLMs and Diffusion Model for Wearable Fall Detection—0
Synthline: A Product Line Approach for Synthetic Requirements Engineering Data Generation using Large Language ModelsCode0
Improving Omics-Based Classification: The Role of Feature Selection and Synthetic Data Generation—0
Modeling supply chain compliance response strategies based on AI synthetic data with structural path regression: A Simulation Study of EU 2027 Mandatory Labor Regulations—0
Synthesize-on-Graph: Knowledgeable Synthetic Data Generation for Continue Pre-training of Large Language Models—0
Artificial Intelligence for Personalized Prediction of Alzheimer's Disease Progression: A Survey of Methods, Data Challenges, and Future Directions—0
Bridging the Generalisation Gap: Synthetic Data Generation for Multi-Site Clinical Model ValidationCode0
Unified Multi-Task Learning & Model Fusion for Efficient Language Model Guardrailing—0
TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation—0
Optimizing the Privacy-Utility Balance using Synthetic Data and Configurable Perturbation Pipelines—0
Case Study: Fine-tuning Small Language Models for Accurate and Private CWE Detection in Python Code—0
ClarifyCoder: Clarification-Aware Fine-Tuning for Programmatic Problem Solving—0
A Statistical Approach for Synthetic EEG Data GenerationCode0
Learning from Reasoning Failures via Synthetic Data Generation—0
Scaling Instruction-Tuned LLMs to Million-Token Contexts via Hierarchical Synthetic Data Generation—0
MetaSynth: Meta-Prompting-Driven Agentic Scaffolds for Diverse Synthetic Data Generation—0
Evaluating the Diversity and Quality of LLM Generated Content—0
Synthetic Data for Blood Vessel Network Extraction—0
Safe-Construct: Redefining Construction Safety Violation Recognition as 3D Multi-View Engagement Task—0
Leveraging Vertical Public-Private Split for Improved 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