SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–275 of 822 papers

TitleStatusHype
Synthetica: Large Scale Synthetic Data for Robot Perception—0
zGAN: An Outlier-focused Generative Adversarial Network For Realistic Synthetic Data Generation—0
Rethinking Data Synthesis: A Teacher Model Training Recipe with Interpretation—0
Little Giants: Synthesizing High-Quality Embedding Data at ScaleCode0
Privacy-hardened and hallucination-resistant synthetic data generation with logic-solvers—0
No more hard prompts: SoftSRV prompting for synthetic data generation—0
Sparkle: Mastering Basic Spatial Capabilities in Vision Language Models Elicits Generalization to Composite Spatial Reasoning—0
LLM4GRN: Discovering Causal Gene Regulatory Networks with LLMs -- Evaluation through Synthetic Data Generation—0
Synthetic Data Generation for Residential Load Patterns via Recurrent GAN and Ensemble Method—0
ELOQ: Resources for Enhancing LLM Detection of Out-of-Scope QuestionsCode0
CCUP: A Controllable Synthetic Data Generation Pipeline for Pretraining Cloth-Changing Person Re-Identification ModelsCode0
A Little Human Data Goes A Long WayCode0
Controlled Automatic Task-Specific Synthetic Data Generation for Hallucination Detection—0
CONSULT: Contrastive Self-Supervised Learning for Few-shot Tumor Detection—0
LLM-based Code-Switched Text Generation for Grammatical Error Correction—0
TMGBench: A Systematic Game Benchmark for Evaluating Strategic Reasoning Abilities of LLMsCode0
DFIMat: Decoupled Flexible Interactive Matting in Multi-Person ScenariosCode0
Driving Privacy Forward: Mitigating Information Leakage within Smart Vehicles through Synthetic Data GenerationCode0
SimpleStrat: Diversifying Language Model Generation with Stratification—0
JurEE not Judges: safeguarding llm interactions with small, specialised Encoder Ensembles—0
Evaluating Differentially Private Synthetic Data Generation in High-Stakes Domains—0
Unsupervised Data Validation Methods for Efficient Model Training—0
Fill In The Gaps: Model Calibration and Generalization with Synthetic Data—0
Privacy Vulnerabilities in Marginals-based Synthetic Data—0
SELECT: A Large-Scale Benchmark of Data Curation Strategies for Image ClassificationCode1
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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