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
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets—0
Synthetic Data Generation of Body Motion Data by Neural Gas Network for Emotion RecognitionCode0
Synthetic Data Generation for Minimum-Exposure Navigation in a Time-Varying Environment using Generative AI Models—0
Attention-Based Synthetic Data Generation for Calibration-Enhanced Survival Analysis: A Case Study for Chronic Kidney Disease Using Electronic Health Records—0
HILGEN: Hierarchically-Informed Data Generation for Biomedical NER Using Knowledgebases and Large Language Models—0
CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation—0
A Consensus Privacy Metrics Framework for Synthetic Data—0
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models—0
Robust Learning of Diverse Code Edits—0
Rethinking Synthetic Data definitions: A privacy driven approach—0
Neural Descriptors: Self-Supervised Learning of Robust Local Surface Descriptors Using Polynomial PatchesCode0
OceanSim: A GPU-Accelerated Underwater Robot Perception Simulation Framework—0
Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation—0
On Synthetic Data Strategies for Domain-Specific Generative Retrieval—0
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation—0
FIG: Forward-Inverse Generation for Low-Resource Domain-specific Event Detection—0
RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis—0
MVIP -- A Dataset and Methods for Application Oriented Multi-View and Multi-Modal Industrial Part Recognition—0
Enhancing Domain-Specific Retrieval-Augmented Generation: Synthetic Data Generation and Evaluation using Reasoning ModelsCode0
Synth It Like KITTI: Synthetic Data Generation for Object Detection in Driving ScenariosCode0
The Canary's Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text—0
Theorem Prover as a Judge for Synthetic Data Generation—0
From Gaming to Research: GTA V for Synthetic Data Generation for Robotics and Navigations—0
Typhoon T1: An Open Thai Reasoning Model—0
ShapeLib: Designing a library of programmatic 3D shape abstractions with Large Language Models—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