SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 176–200 of 822 papers

TitleStatusHype
User Simulation in the Era of Generative AI: User Modeling, Synthetic Data Generation, and System Evaluation—0
Reading with Intent -- Neutralizing Intent—0
Advancing the Understanding of Fine-Grained 3D Forest Structures using Digital Cousins and Simulation-to-Reality: Methods and Datasets—0
SMIR: Efficient Synthetic Data Pipeline To Improve Multi-Image ReasoningCode0
License Plate Images Generation with Diffusion Models—0
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms—0
Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data GenerationCode0
Time Series Language Model for Descriptive Caption Generation—0
SafeSynthDP: Leveraging Large Language Models for Privacy-Preserving Synthetic Data Generation Using Differential Privacy—0
TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data—0
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task SynthesisCode3
Mask Factory: Towards High-quality Synthetic Data Generation for Dichotomous Image Segmentation—0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
Autonomous Crack Detection using Deep Learning on Synthetic Thermogram Datasets—0
Leveraging Contrastive Learning for Semantic Segmentation with Consistent Labels Across Varying Appearances—0
Stochastic Model of siRNA Endosomal Escape Mediated by Fusogenic Peptides in OVCAR-3Code0
Improving Equity in Health Modeling with GPT4-Turbo Generated Synthetic Data: A Comparative Study—0
Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation—0
Using matrix-product states for time-series machine learningCode1
ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance AnalysisCode1
High-throughput digital twin framework for predicting neurite deterioration using MetaFormer attention—0
A Systematic Examination of Preference Learning through the Lens of Instruction-Following—0
Synthetic Data Generation for Anomaly Detection on Table GrapesCode0
Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework—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