SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Showing 701750 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
Data Augmentation with Variational Autoencoder for Imbalanced DatasetCode0
Unnatural Language Processing: Bridging the Gap Between Synthetic and Natural Language DataCode0
LowCLIP: Adapting the CLIP Model Architecture for Low-Resource Languages in Multimodal Image Retrieval TaskCode0
A Generic Deep Architecture for Single Image Reflection Removal and Image SmoothingCode0
CyclePose -- Leveraging Cycle-Consistency for Annotation-Free Nuclei Segmentation in Fluorescence MicroscopyCode0
Cut-and-Splat: Leveraging Gaussian Splatting for Synthetic Data GenerationCode0
Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data GenerationCode0
SemEval-2025 Task 5: LLMs4Subjects -- LLM-based Automated Subject Tagging for a National Technical Library's Open-Access CatalogCode0
A Linear Reconstruction Approach for Attribute Inference Attacks against Synthetic DataCode0
A Systematic Evaluation of Generative Models on Tabular Transportation DataCode0
FLAIM: AIM-based Synthetic Data Generation in the Federated SettingCode0
Beyond a Single Mode: GAN Ensembles for Diverse Medical Data GenerationCode0
Tiny models from tiny data: Textual and null-text inversion for few-shot distillationCode0
ConvGeN: Convex space learning improves deep-generative oversampling for tabular imbalanced classification on smaller datasetsCode0
MC-GEN:Multi-level Clustering for Private Synthetic Data GenerationCode0
Few-shot_LLM_Synthetic_Data_with_Distribution_MatchingCode0
Exploring the Limits of Synthetic Creation of Solar EUV Images via Image-to-Image TranslationCode0
Entity-Conditioned Question Generation for Robust Attention Distribution in Neural Information RetrievalCode0
TMGBench: A Systematic Game Benchmark for Evaluating Strategic Reasoning Abilities of LLMsCode0
A Survey on Deep Learning for Skin Lesion SegmentationCode0
Convex space learning for tabular synthetic data generationCode0
UnrealROX: An eXtremely Photorealistic Virtual Reality Environment for Robotics Simulations and Synthetic Data GenerationCode0
MMM and MMMSynth: Clustering of heterogeneous tabular data, and synthetic data generationCode0
Towards Algorithmic Fidelity: Mental Health Representation across Demographics in Synthetic vs. Human-generated DataCode0
Synthetic data generation for system identification: leveraging knowledge transfer from similar systemsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1corGANAUROC0.92Unverified
2GANAUROC0.87Unverified
#ModelMetricClaimedVerifiedStatus
1kiNETGANEMD0.07Unverified
2CTGANEMD0.07Unverified