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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 201–250 of 822 papers

TitleStatusHype
Debiasing Synthetic Data Generated by Deep Generative ModelsCode0
Neural spell-checker: Beyond words with synthetic data generationCode0
MMM and MMMSynth: Clustering of heterogeneous tabular data, and synthetic data generationCode0
Online Data Augmentation for Forecasting with Deep LearningCode0
PATE-GAN: Generating Synthetic Data with Differential Privacy GuaranteesCode0
Detect, Distill and Update: Detect, Distill and Update: Learned DB Systems Facing Out of Distribution DataCode0
Correlation inference attacks against machine learning modelsCode0
Data Generation for Neural Programming by ExampleCode0
Little Giants: Synthesizing High-Quality Embedding Data at ScaleCode0
DFIMat: Decoupled Flexible Interactive Matting in Multi-Person ScenariosCode0
BEAR: BGP Event Analysis and ReportingCode0
Data-driven modeling of time-domain induced polarizationCode0
Bayesian Data Augmentation and Training for Perception DNN in Autonomous Aerial VehiclesCode0
Learning to Generate Synthetic Data via CompositingCode0
LLM-based Automated Theorem Proving Hinges on Scalable Synthetic Data GenerationCode0
Differentially Private Synthetic Mixed-Type Data Generation For Unsupervised LearningCode0
Data Augmentation with Variational Autoencoder for Imbalanced DatasetCode0
Privacy-Preserving Data Sharing in Agriculture: Enforcing Policy Rules for Secure and Confidential Data SynthesisCode0
CyclePose -- Leveraging Cycle-Consistency for Annotation-Free Nuclei Segmentation in Fluorescence MicroscopyCode0
Analyzing Data-Centric Properties for Graph Contrastive LearningCode0
Cut-and-Splat: Leveraging Gaussian Splatting for Synthetic Data GenerationCode0
Boundless: Generating Photorealistic Synthetic Data for Object Detection in Urban StreetscapesCode0
IRG: Generating Synthetic Relational Databases using Deep Learning with Insightful Relational UnderstandingCode0
Iterative Methods for Private Synthetic Data: Unifying Framework and New MethodsCode0
Balanced Face Dataset: Guiding StyleGAN to Generate Labeled Synthetic Face Image Dataset for Underrepresented GroupCode0
IR2: Information Regularization for Information RetrievalCode0
Joint Selection: Adaptively Incorporating Public Information for Private Synthetic DataCode0
Learning Compositional Radiance Fields of Dynamic Human HeadsCode0
LowCLIP: Adapting the CLIP Model Architecture for Low-Resource Languages in Multimodal Image Retrieval TaskCode0
Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data GenerationCode0
Improving Generalization of Synthetically Trained Sonar Image Descriptors for Underwater Place RecognitionCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
HP-GAN: Probabilistic 3D human motion prediction via GANCode0
Improved Generation of Synthetic Imaging Data Using Feature-Aligned DiffusionCode0
Differentially Private Synthetic Data Generation for Relational DatabasesCode0
SafeSea: Synthetic Data Generation for Adverse & Low Probability Maritime ConditionsCode0
Burst Denoising with Kernel Prediction NetworksCode0
Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic DataCode0
How Good Are Synthetic Requirements ? Evaluating LLM-Generated Datasets for AI4RECode0
Combining Data Generation and Active Learning for Low-Resource Question AnsweringCode0
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation ExtractionCode0
ConvGeN: Convex space learning improves deep-generative oversampling for tabular imbalanced classification on smaller datasetsCode0
Convex space learning for tabular synthetic data generationCode0
A Multi-Faceted Evaluation Framework for Assessing Synthetic Data Generated by Large Language ModelsCode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
DreamStruct: Understanding Slides and User Interfaces via Synthetic Data GenerationCode0
CONVERSER: Few-Shot Conversational Dense Retrieval with Synthetic Data GenerationCode0
Advancing Post-OCR Correction: A Comparative Study of Synthetic DataCode0
Hide-and-Seek Privacy ChallengeCode0
Improving text-conditioned latent diffusion for cancer pathologyCode0
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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