SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 701–725 of 822 papers

TitleStatusHype
Targeted synthetic data generation for tabular data via hardness characterizationCode0
Generating Synthetic Data with Locally Estimated Distributions for Disclosure ControlCode0
RoundTripOCR: A Data Generation Technique for Enhancing Post-OCR Error Correction in Low-Resource Devanagari LanguagesCode0
Tensor feature hallucination for few-shot learningCode0
A Kernelised Stein Statistic for Assessing Implicit Generative ModelsCode0
Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open QuestionsCode0
SafeSea: Synthetic Data Generation for Adverse & Low Probability Maritime ConditionsCode0
Using U-Nets to Create High-Fidelity Virtual Observations of the Solar CoronaCode0
SaGess: Sampling Graph Denoising Diffusion Model for Scalable Graph GenerationCode0
A Little Human Data Goes A Long WayCode0
UniPoll: A Unified Social Media Poll Generation Framework via Multi-Objective OptimizationCode0
Generating Data with Text-to-Speech and Large-Language Models for Conversational Speech RecognitionCode0
Utility Assessment of Synthetic Data Generation MethodsCode0
Beyond Classification: Financial Reasoning in State-of-the-Art Language ModelsCode0
GEC-DePenD: Non-Autoregressive Grammatical Error Correction with Decoupled Permutation and DecodingCode0
Synthetic Data Generation for 3D Myocardium Deformation AnalysisCode0
Synthetic data generation for a longitudinal cohort study -- Evaluation, method extension and reproduction of published data analysis resultsCode0
Little Giants: Synthesizing High-Quality Embedding Data at ScaleCode0
Synthetic Data Generation for Anomaly Detection on Table GrapesCode0
WinSyn: A High Resolution Testbed for Synthetic DataCode0
LLM-based Automated Theorem Proving Hinges on Scalable Synthetic Data GenerationCode0
Scaling While Privacy Preserving: A Comprehensive Synthetic Tabular Data Generation and Evaluation in Learning AnalyticsCode0
Correlation inference attacks against machine learning modelsCode0
Data Generation for Neural Programming by ExampleCode0
Data-driven modeling of time-domain induced polarizationCode0
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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