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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 351–400 of 822 papers

TitleStatusHype
Bt-GAN: Generating Fair Synthetic Healthdata via Bias-transforming Generative Adversarial Networks—0
Are Pose Estimators Ready for the Open World? STAGE: Synthetic Data Generation Toolkit for Auditing 3D Human Pose Estimators—0
Bridging the Linguistic Divide: A Survey on Leveraging Large Language Models for Machine Translation—0
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation—0
A quantum generative model for multi-dimensional time series using Hamiltonian learning—0
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining—0
DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models—0
DiffInject: Revisiting Debias via Synthetic Data Generation using Diffusion-based Style Injection—0
Brain Tumor Recurrence vs. Radiation Necrosis Classification and Patient Survivability Prediction—0
A Quantum Approach to Synthetic Minority Oversampling Technique (SMOTE)—0
AI-Generated Fall Data: Assessing LLMs and Diffusion Model for Wearable Fall Detection—0
A Comparative Study of Synthetic Data Generation Methods for Grammatical Error Correction—0
Differential Privacy Under Class Imbalance: Methods and Empirical Insights—0
Differentially Private Synthetic High-dimensional Tabular Stream—0
Differentially Private Synthetic Data Using KD-Trees—0
Differentially Private Synthetic Data Generation via Lipschitz-Regularised Variational Autoencoders—0
Differentially Private Normalizing Flows for Privacy-Preserving Density Estimation—0
Differentially Private Non Parametric Copulas: Generating synthetic data with non parametric copulas under privacy guarantees—0
Boosting Reward Model with Preference-Conditional Multi-Aspect Synthetic Data Generation—0
Approximate, Adapt, Anonymize (3A): a Framework for Privacy Preserving Training Data Release for Machine Learning—0
Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation—0
BJTU-WeChat's Systems for the WMT22 Chat Translation Task—0
AnySynth: Harnessing the Power of Image Synthetic Data Generation for Generalized Vision-Language Tasks—0
Detecting Independent Pronoun Bias with Partially-Synthetic Data Generation—0
Detecting Anomalous Invoice Line Items in the Legal Case Lifecycle—0
Advancing the Understanding of Fine-Grained 3D Forest Structures using Digital Cousins and Simulation-to-Reality: Methods and Datasets—0
Accurate and Intuitive Contextual Explanations using Linear Model Trees—0
Dessie: Disentanglement for Articulated 3D Horse Shape and Pose Estimation from Images—0
Beyond the Norm: A Survey of Synthetic Data Generation for Rare Events—0
Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model—0
Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN—0
An Overview of Facial Micro-Expression Analysis: Data, Methodology and Challenge—0
DepthwiseGANs: Fast Training Generative Adversarial Networks for Realistic Image Synthesis—0
DepthSynth: Real-Time Realistic Synthetic Data Generation from CAD Models for 2.5D Recognition—0
Demystifying Graph Neural Network Explanations—0
Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting—0
Advancing Semantic Caching for LLMs with Domain-Specific Embeddings and Synthetic Data—0
IRG: Generating Synthetic Relational Databases using Deep Learning with Insightful Relational Understanding—0
IP-Dialog: Evaluating Implicit Personalization in Dialogue Systems with Synthetic Data—0
deepNIR: Datasets for generating synthetic NIR images and improved fruit detection system using deep learning techniques—0
Interrogating Paradigms in Self-supervised Graph Representation Learning—0
Interpretable Solutions for Breast Cancer Diagnosis with Grammatical Evolution and Data Augmentation—0
Interpretable classification of wiki-review streams—0
Integrating Unsupervised Data Generation into Self-Supervised Neural Machine Translation for Low-Resource Languages—0
Deep Metric Learning-Based Out-of-Distribution Detection with Synthetic Outlier Exposure—0
Instruction Data Generation and Unsupervised Adaptation for Speech Language Models—0
Deep learning based on Transformer architecture for power system short-term voltage stability assessment with class imbalance—0
Is API Access to LLMs Useful for Generating Private Synthetic Tabular Data?—0
Inference With Combining Rules From Multiple Differentially Private Synthetic Datasets—0
Industrial Application of 6D Pose Estimation for Robotic Manipulation in Automotive Internal Logistics—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