SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 401–425 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
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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