SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 601–625 of 822 papers

TitleStatusHype
Methods for generating and evaluating synthetic longitudinal patient data: a systematic review—0
MHDeep: Mental Health Disorder Detection System based on Body-Area and Deep Neural Networks—0
CogReact: A Reinforced Framework to Model Human Cognitive Reaction Modulated by Dynamic Intervention—0
Modeling supply chain compliance response strategies based on AI synthetic data with structural path regression: A Simulation Study of EU 2027 Mandatory Labor Regulations—0
Modernizing Old Photos Using Multiple References via Photorealistic Style Transfer—0
Monocular pose estimation of articulated surgical instruments in open surgery—0
MonoPlace3D: Learning 3D-Aware Object Placement for 3D Monocular Detection—0
MSCT: Addressing Time-Varying Confounding with Marginal Structural Causal Transformer for Counterfactual Post-Crash Traffic Prediction—0
Multi-Domain ABSA Conversation Dataset Generation via LLMs for Real-World Evaluation and Model Comparison—0
MultiFloodSynth: Multi-Annotated Flood Synthetic Dataset Generation—0
Multi-stage Training with Improved Negative Contrast for Neural Passage Retrieval—0
MVIP -- A Dataset and Methods for Application Oriented Multi-View and Multi-Modal Industrial Part Recognition—0
Needle: A Generative AI-Powered Multi-modal Database for Answering Complex Natural Language Queries—0
Neuro-Symbolic Scene Graph Conditioning for Synthetic Image Dataset Generation—0
NFDI4Health workflow and service for synthetic data generation, assessment and risk management—0
No more hard prompts: SoftSRV prompting for synthetic data generation—0
NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models—0
Object detection and Autoencoder-based 6D pose estimation for highly cluttered Bin Picking—0
OceanSim: A GPU-Accelerated Underwater Robot Perception Simulation Framework—0
One-Shot Federated Learning for LEO Constellations that Reduces Convergence Time from Days to 90 Minutes—0
Online Differentially Private Synthetic Data Generation—0
On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey—0
On Synthetic Data Strategies for Domain-Specific Generative Retrieval—0
On the Effect of Purely Synthetic Training Data for Different Automatic Speech Recognition Architectures—0
On the Usefulness of Synthetic Tabular Data Generation—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