SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 301–350 of 822 papers

TitleStatusHype
Generating Realistic Synthetic Head Rotation Data for Extended Reality using Deep Learning—0
Controlled Automatic Task-Specific Synthetic Data Generation for Hallucination Detection—0
Instruction Data Generation and Unsupervised Adaptation for Speech Language Models—0
Interpretable Solutions for Breast Cancer Diagnosis with Grammatical Evolution and Data Augmentation—0
Joint Distributional Learning via Cramer-Wold Distance—0
Learning Compositional Radiance Fields of Dynamic Human Heads—0
Improving generalization with synthetic training data for deep learning based quality inspection—0
A Modified CTGAN-Plus-Features Based Method for Optimal Asset Allocation—0
Improving Heart Rejection Detection in XPCI Images Using Synthetic Data Augmentation—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
Improving Omics-Based Classification: The Role of Feature Selection and Synthetic Data Generation—0
Aug2Search: Enhancing Facebook Marketplace Search with LLM-Generated Synthetic Data Augmentation—0
Generated Data with Fake Privacy: Hidden Dangers of Fine-tuning Large Language Models on Generated Data—0
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey—0
GANs and alternative methods of synthetic noise generation for domain adaption of defect classification of Non-destructive ultrasonic testing—0
Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science—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
Generating Reliable Synthetic Clinical Trial Data: The Role of Hyperparameter Optimization and Domain Constraints—0
Improving Correlation Capture in Generating Imbalanced Data using Differentially Private Conditional GANs—0
Talk the Walk: Synthetic Data Generation for Conversational Music Recommendation—0
From Alignment to Advancement: Bootstrapping Audio-Language Alignment with Synthetic Data—0
Foundations of Bayesian Learning from Synthetic Data—0
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data—0
Generation of Anonymous Chest Radiographs Using Latent Diffusion Models for Training Thoracic Abnormality Classification Systems—0
Generation of Synthetic Electronic Health Records Using a Federated GAN—0
Generation of synthetic gait data: application to multiple sclerosis patients' gait patterns—0
Generative Adversarial Networks for Synthetic Data Generation: A Comparative Study—0
Generative adversarial network with object detector discriminator for enhanced defect detection on ultrasonic B-scans—0
Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation—0
Generative Data Augmentation Challenge: Zero-Shot Speech Synthesis for Personalized Speech Enhancement—0
Generative Distribution Prediction: A Unified Approach to Multimodal Learning—0
LiDAR-EDIT: LiDAR Data Generation by Editing the Object Layouts in Real-World Scenes—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
Generative Zoo—0
GenMM: Geometrically and Temporally Consistent Multimodal Data Generation for Video and LiDAR—0
Gen-n-Val: Agentic Image Data Generation and Validation—0
GenPalm: Contactless Palmprint Generation with Diffusion Models—0
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets—0
Autonomous Crack Detection using Deep Learning on Synthetic Thermogram Datasets—0
Improving Equity in Health Modeling with GPT4-Turbo Generated Synthetic Data: A Comparative Study—0
Industrial Application of 6D Pose Estimation for Robotic Manipulation in Automotive Internal Logistics—0
Fill In The Gaps: Model Calibration and Generalization with Synthetic Data—0
GeoSim: Realistic Video Simulation via Geometry-Aware Composition for Self-Driving—0
Compressing GANs using Knowledge Distillation—0
Fighting Money Laundering with Statistics and Machine Learning—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