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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 751–800 of 822 papers

TitleStatusHype
Synthetic Data Generation for Visual Detection of Flattened PET BottlesCode0
CONVERSER: Few-Shot Conversational Dense Retrieval with Synthetic Data GenerationCode0
Content Disentanglement for Semantically Consistent Synthetic-to-Real Domain AdaptationCode0
Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed EnvironmentsCode0
Conditioning on Time is All You Need for Synthetic Survival Data GenerationCode0
Enhancing Metabolic Syndrome Prediction with Hybrid Data Balancing and CounterfactualsCode0
BEAR: BGP Event Analysis and ReportingCode0
Synthetic data generation method for data-free knowledge distillation in regression neural networksCode0
Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck PerspectiveCode0
A Statistical Approach for Synthetic EEG Data GenerationCode0
Synthetic Data Generation of Body Motion Data by Neural Gas Network for Emotion RecognitionCode0
Enhancing human action recognition with GAN-based data augmentationCode0
Neural Descriptors: Self-Supervised Learning of Robust Local Surface Descriptors Using Polynomial PatchesCode0
Neural spell-checker: Beyond words with synthetic data generationCode0
A Semi-Synthetic Dataset Generation Framework for Causal Inference in Recommender SystemsCode0
Towards Synthetic Data Generation for Improved Pain Recognition in Videos under Patient ConstraintsCode0
Enhancing Hallucination Detection through Perturbation-Based Synthetic Data Generation in System ResponsesCode0
SMIR: Efficient Synthetic Data Pipeline To Improve Multi-Image ReasoningCode0
SMOClust: Synthetic Minority Oversampling based on Stream Clustering for Evolving Data StreamsCode0
Enhancing Domain-Specific Retrieval-Augmented Generation: Synthetic Data Generation and Evaluation using Reasoning ModelsCode0
Adversarial random forests for density estimation and generative modelingCode0
Aligning Actions and Walking to LLM-Generated Textual DescriptionsCode0
Synthetic Data Generation with Large Language Models for Personalized Community Question AnsweringCode0
Comparative study of models trained on synthetic data for Ukrainian grammatical error correctionCode0
VidModEx: Interpretable and Efficient Black Box Model Extraction for High-Dimensional SpacesCode0
Comparative Study of Differentially Private Synthetic Data Algorithms from the NIST PSCR Differential Privacy Synthetic Data ChallengeCode0
A Self-supervised Learning System for Object Detection using Physics Simulation and Multi-view Pose EstimationCode0
Online Data Augmentation for Forecasting with Deep LearningCode0
Learning deep abdominal CT registration through adaptive loss weighting and synthetic data generationCode0
Optimization-Free Universal Watermark Forgery with Regenerative Diffusion ModelsCode0
Optimizing Synthetic Data for Enhanced Pancreatic Tumor SegmentationCode0
AraSpot: Arabic Spoken Command SpottingCode0
Enhancing Amyloid PET Quantification: MRI-Guided Super-Resolution Using Latent Diffusion ModelsCode0
End-to-End Synthetic Data Generation for Domain Adaptation of Question Answering SystemsCode0
ELTEX: A Framework for Domain-Driven Synthetic Data GenerationCode0
Adaptation of Back-translation to Automatic Post-Editing for Synthetic Data GenerationCode0
An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss FunctionsCode0
PATE-GAN: Generating Synthetic Data with Differential Privacy GuaranteesCode0
PAXQA: Generating Cross-lingual Question Answering Examples at Training ScaleCode0
Driving Privacy Forward: Mitigating Information Leakage within Smart Vehicles through Synthetic Data GenerationCode0
Synthetic Demographic Data Generation for Card Fraud Detection Using GANsCode0
Perturbation-Assisted Sample Synthesis: A Novel Approach for Uncertainty QuantificationCode0
Animal Detection in Man-made EnvironmentsCode0
Synthetic location trajectory generation using categorical diffusion modelsCode0
GenQ: Quantization in Low Data Regimes with Generative Synthetic DataCode0
Stable Training of Probabilistic Models Using the Leave-One-Out Maximum Log-Likelihood ObjectiveCode0
A Comprehensive End-to-End Computer Vision Framework for Restoration and Recognition of Low-Quality Engineering DrawingsCode0
Post-training Model Quantization Using GANs for Synthetic Data GenerationCode0
DreamStruct: Understanding Slides and User Interfaces via Synthetic Data GenerationCode0
Analyzing Data-Centric Properties for Graph Contrastive LearningCode0
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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