SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 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
Improving Omics-Based Classification: The Role of Feature Selection and Synthetic Data Generation—0
Synthline: A Product Line Approach for Synthetic Requirements Engineering Data Generation using Large Language ModelsCode0
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
Optimizing the Privacy-Utility Balance using Synthetic Data and Configurable Perturbation Pipelines—0
TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation—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
MetaSynth: Meta-Prompting-Driven Agentic Scaffolds for Diverse Synthetic Data Generation—0
Scaling Instruction-Tuned LLMs to Million-Token Contexts via Hierarchical 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
SynthFM: Training Modality-agnostic Foundation Models for Medical Image Segmentation without Real Medical Data—0
Cut-and-Splat: Leveraging Gaussian Splatting for Synthetic Data GenerationCode0
MonoPlace3D: Learning 3D-Aware Object Placement for 3D Monocular Detection—0
Enhancing Metabolic Syndrome Prediction with Hybrid Data Balancing and CounterfactualsCode0
SemEval-2025 Task 5: LLMs4Subjects -- LLM-based Automated Subject Tagging for a National Technical Library's Open-Access CatalogCode0
A Self-Supervised Framework for Space Object Behaviour Characterisation—0
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use—0
CORTEX-AVD: A Framework for CORner Case Testing and EXploration in Autonomous Vehicle Development—0
Advancing Semantic Caching for LLMs with Domain-Specific Embeddings and Synthetic Data—0
Bridging the Linguistic Divide: A Survey on Leveraging Large Language Models for Machine Translation—0
TAMIS: Tailored Membership Inference Attacks on Synthetic Data—0
Synthetic News Generation for Fake News Classification—0
Beyond a Single Mode: GAN Ensembles for Diverse Medical Data GenerationCode0
XL-Instruct: Synthetic Data for Cross-Lingual Open-Ended Generation—0
Small Object Detection: A Comprehensive Survey on Challenges, Techniques and Real-World Applications—0
Assessing Generative Models for Structured Data—0
Scaling Laws of Synthetic Data for Language Models—0
Neuro-Symbolic Scene Graph Conditioning for Synthetic Image Dataset Generation—0
Project Jenkins: Turning Monkey Neural Data into Robotic Arm Movement, and Back—0
ELTEX: A Framework for Domain-Driven Synthetic Data GenerationCode0
Synthetic Data Generation Using Large Language Models: Advances in Text and Code—0
CyclePose -- Leveraging Cycle-Consistency for Annotation-Free Nuclei Segmentation in Fluorescence MicroscopyCode0
AugGen: Synthetic Augmentation Can Improve Discriminative Models—0
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks—0
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets—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