SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 401–450 of 822 papers

TitleStatusHype
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language ModelsCode1
A Survey on Deep Learning for Theorem ProvingCode3
ViFu: Multiple 360^ Objects Reconstruction with Clean Background via Visible Part Fusion—0
An evaluation framework for synthetic data generation modelsCode1
SiloFuse: Cross-silo Synthetic Data Generation with Latent Tabular Diffusion Models—0
Towards Algorithmic Fidelity: Mental Health Representation across Demographics in Synthetic vs. Human-generated DataCode0
Synthetic Data Generation and Joint Learning for Robust Code-Mixed Translation—0
SYNCS: Synthetic Data and Contrastive Self-Supervised Training for Central Sulcus SegmentationCode0
Six Levels of Privacy: A Framework for Financial Synthetic Data—0
Does Differentially Private Synthetic Data Lead to Synthetic Discoveries?—0
Automated data processing and feature engineering for deep learning and big data applications: a survey—0
Structured Evaluation of Synthetic Tabular Data—0
Joint Selection: Adaptively Incorporating Public Information for Private Synthetic DataCode0
FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning—0
Synth4bench: a framework for generating synthetic genomics data for the evaluation of tumor-only somatic variant calling algorithmsCode0
Synthetic data generation for system identification: leveraging knowledge transfer from similar systemsCode0
Generative AI for Synthetic Data Generation: Methods, Challenges and the Future—0
LAB: Large-Scale Alignment for ChatBotsCode5
Robust Synthetic Data-Driven Detection of Living-Off-the-Land Reverse Shells—0
A Quantum Approach to Synthetic Minority Oversampling Technique (SMOTE)—0
Enhancement of 3D Camera Synthetic Training Data with Noise Models—0
IR2: Information Regularization for Information RetrievalCode0
API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMsCode1
Protect and Extend -- Using GANs for Synthetic Data Generation of Time-Series Medical Records—0
Synthetic location trajectory generation using categorical diffusion modelsCode0
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation ExtractionCode0
Efficient Generative Modeling via Penalized Optimal Transport Network—0
DataDreamer: A Tool for Synthetic Data Generation and Reproducible LLM WorkflowsCode5
Online Differentially Private Synthetic Data Generation—0
Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model—0
Pedagogical Alignment of Large Language ModelsCode2
CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines—0
Enhancing crop classification accuracy by synthetic SAR-Optical data generation using deep learning—0
Unconditional Latent Diffusion Models Memorize Patient Imaging Data: Implications for Openly Sharing Synthetic DataCode0
Image-Text Out-Of-Context Detection Using Synthetic Multimodal Misinformation—0
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapesCode1
An Algorithm for Streaming Differentially Private Data—0
Socially Aware Synthetic Data Generation for Suicidal Ideation Detection Using Large Language Models—0
Interpretable Solutions for Breast Cancer Diagnosis with Grammatical Evolution and Data Augmentation—0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter—0
Enhancing Object Detection Performance for Small Objects through Synthetic Data Generation and Proportional Class-Balancing Technique: A Comparative Study in Industrial Scenarios—0
Subgroup analysis methods for time-to-event outcomes in heterogeneous randomized controlled trialsCode0
Scaling While Privacy Preserving: A Comprehensive Synthetic Tabular Data Generation and Evaluation in Learning AnalyticsCode0
Synthetic Data Generation Framework, Dataset, and Efficient Deep Model for Pedestrian Intention PredictionCode1
UAVD4L: A Large-Scale Dataset for UAV 6-DoF LocalizationCode2
Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN—0
Comprehensive Exploration of Synthetic Data Generation: A Survey—0
Synthetic Data in AI: Challenges, Applications, and Ethical Implications—0
KAXAI: An Integrated Environment for Knowledge Analysis and Explainable AI—0
IRG: Generating Synthetic Relational Databases using Deep Learning with Insightful Relational Understanding—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