SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 376–400 of 822 papers

TitleStatusHype
FIG: Forward-Inverse Generation for Low-Resource Domain-specific Event Detection—0
Comprehensive Exploration of Synthetic Data Generation: A Survey—0
ALMA: Alignment with Minimal Annotation—0
FFPDG: Fast, Fair and Private Data Generation—0
Improving Equity in Health Modeling with GPT4-Turbo Generated Synthetic Data: A Comparative Study—0
Composable Generative Models—0
Improving generalization with synthetic training data for deep learning based quality inspection—0
Improving Heart Rejection Detection in XPCI Images Using Synthetic Data Augmentation—0
Benchmarking Generative Models on Computational Thinking Tests in Elementary Visual Programming—0
Improving Omics-Based Classification: The Role of Feature Selection and Synthetic Data Generation—0
Decentralised, Scalable and Privacy-Preserving Synthetic Data Generation—0
Algorithms for Collaborative Machine Learning under Statistical Heterogeneity—0
Inference With Combining Rules From Multiple Differentially Private Synthetic Datasets—0
FedSyn: Synthetic Data Generation using Federated Learning—0
Instruction Data Generation and Unsupervised Adaptation for Speech Language Models—0
FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning—0
Interpretable classification of wiki-review streams—0
A Systematic Examination of Preference Learning through the Lens of Instruction-Following—0
Interrogating Paradigms in Self-supervised Graph Representation Learning—0
Leveraging GANs for data scarcity of COVID-19: Beyond the hype—0
IP-Dialog: Evaluating Implicit Personalization in Dialogue Systems with Synthetic Data—0
Faster Private Minimum Spanning Trees—0
Is API Access to LLMs Useful for Generating Private Synthetic Tabular Data?—0
FairGen: Fair Synthetic Data Generation—0
Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation—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