SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 601–650 of 822 papers

TitleStatusHype
On the Usefulness of Synthetic Tabular Data Generation—0
Data-Driven Approach for Formality-Sensitive Machine Translation: Language-Specific Handling and Synthetic Data Generation—0
Exploring the Effectiveness of Dataset Synthesis: An application of Apple Detection in Orchards—0
Differentially Private Synthetic Data Using KD-Trees—0
The Big Data Myth: Using Diffusion Models for Dataset Generation to Train Deep Detection Models—0
UniPoll: A Unified Social Media Poll Generation Framework via Multi-Objective OptimizationCode0
Brain Tumor Recurrence vs. Radiation Necrosis Classification and Patient Survivability Prediction—0
GANs and alternative methods of synthetic noise generation for domain adaption of defect classification of Non-destructive ultrasonic testing—0
Perturbation-Assisted Sample Synthesis: A Novel Approach for Uncertainty QuantificationCode0
Post-processing Private Synthetic Data for Improving Utility on Selected Measures—0
Generating Faithful Synthetic Data with Large Language Models: A Case Study in Computational Social Science—0
One-Shot Federated Learning for LEO Constellations that Reduces Convergence Time from Days to 90 Minutes—0
Exploring the Viability of Synthetic Query Generation for Relevance Prediction—0
BELLA: Black box model Explanations by Local Linear Approximations—0
Utility Theory of Synthetic Data Generation—0
An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss FunctionsCode0
Synthetic data generation for a longitudinal cohort study -- Evaluation, method extension and reproduction of published data analysis resultsCode0
Analyzing Bias in Diffusion-based Face Generation Models—0
Post-training Model Quantization Using GANs for Synthetic Data GenerationCode0
DOCTOR: A Multi-Disease Detection Continual Learning Framework Based on Wearable Medical Sensors—0
Turning Flowchart into Dialog: Augmenting Flowchart-grounded Troubleshooting Dialogs via Synthetic Data GenerationCode0
Detect, Distill and Update: Detect, Distill and Update: Learned DB Systems Facing Out of Distribution DataCode0
Beyond Classification: Financial Reasoning in State-of-the-Art Language ModelsCode0
PAXQA: Generating Cross-lingual Question Answering Examples at Training ScaleCode0
Child Face Recognition at Scale: Synthetic Data Generation and Performance BenchmarkCode0
Differentially Private Synthetic Data Generation via Lipschitz-Regularised Variational Autoencoders—0
Synthetically Generating Human-like Data for Sequential Decision Making Tasks via Reward-Shaped Imitation Learning—0
Modernizing Old Photos Using Multiple References via Photorealistic Style Transfer—0
Leveraging GANs for data scarcity of COVID-19: Beyond the hype—0
Coincidental Generation—0
AraSpot: Arabic Spoken Command SpottingCode0
Unsupervised Domain Transfer with Conditional Invertible Neural Networks—0
Does Synthetic Data Generation of LLMs Help Clinical Text Mining?—0
Quantifying the LiDAR Sim-to-Real Domain Shift: A Detailed Investigation Using Object Detectors and Analyzing Point Clouds at Target-LevelCode0
Synthesizing Mixed-type Electronic Health Records using Diffusion Models—0
Distributional Learning of Variational AutoEncoder: Application to Synthetic Data GenerationCode0
Machine Learning for Synthetic Data Generation: A Review—0
A Modified CTGAN-Plus-Features Based Method for Optimal Asset Allocation—0
PromptMix: Text-to-image diffusion models enhance the performance of lightweight networks—0
Talk the Walk: Synthetic Data Generation for Conversational Music Recommendation—0
A Linear Reconstruction Approach for Attribute Inference Attacks against Synthetic DataCode0
Simplex Autoencoders—0
CogReact: A Reinforced Framework to Model Human Cognitive Reaction Modulated by Dynamic Intervention—0
Synthetic data generation method for data-free knowledge distillation in regression neural networksCode0
Domain Generalization via Ensemble Stacking for Face Presentation Attack Detection—0
Synthetic Data Generation for Visual Detection of Flattened PET BottlesCode0
Privacy-Preserving Domain Adaptation of Semantic Parsers—0
GenSyn: A Multi-stage Framework for Generating Synthetic Microdata using Macro Data SourcesCode0
Synthetic Traffic Generation with Wasserstein Generative Adversarial NetworksCode0
Brain Tumor Synthetic Data Generation with Adaptive StyleGANsCode0
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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