SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 71–80 of 822 papers

TitleStatusHype
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language ModelsCode1
An evaluation framework for synthetic data generation modelsCode1
API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMsCode1
Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapesCode1
Synthetic Data Generation Framework, Dataset, and Efficient Deep Model for Pedestrian Intention PredictionCode1
RetailSynth: Synthetic Data Generation for Retail AI Systems EvaluationCode1
View-Dependent Octree-based Mesh Extraction in Unbounded Scenes for Procedural Synthetic DataCode1
D3A-TS: Denoising-Driven Data Augmentation in Time SeriesCode1
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizingCode1
GECTurk: Grammatical Error Correction and Detection Dataset for TurkishCode1
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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