SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 101–150 of 822 papers

TitleStatusHype
Benchmarking Synthetic Tabular Data: A Multi-Dimensional Evaluation FrameworkCode2
TAMIS: Tailored Membership Inference Attacks on Synthetic Data—0
GLiNER-BioMed: A Suite of Efficient Models for Open Biomedical Named Entity RecognitionCode1
Synthetic News Generation for Fake News Classification—0
Beyond a Single Mode: GAN Ensembles for Diverse Medical Data GenerationCode0
XL-Instruct: Synthetic Data for Cross-Lingual Open-Ended Generation—0
Small Object Detection: A Comprehensive Survey on Challenges, Techniques and Real-World Applications—0
Assessing Generative Models for Structured Data—0
Scaling Laws of Synthetic Data for Language Models—0
Unraveling the Effects of Synthetic Data on End-to-End Autonomous DrivingCode1
Neuro-Symbolic Scene Graph Conditioning for Synthetic Image Dataset Generation—0
MarkushGrapher: Joint Visual and Textual Recognition of Markush StructuresCode1
Project Jenkins: Turning Monkey Neural Data into Robotic Arm Movement, and Back—0
ELTEX: A Framework for Domain-Driven Synthetic Data GenerationCode0
Synthetic Data Generation Using Large Language Models: Advances in Text and Code—0
AugGen: Synthetic Augmentation Can Improve Discriminative Models—0
CyclePose -- Leveraging Cycle-Consistency for Annotation-Free Nuclei Segmentation in Fluorescence MicroscopyCode0
Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving—0
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks—0
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
Mellow: a small audio language model for reasoningCode2
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
AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic DataCode1
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
Neural Descriptors: Self-Supervised Learning of Robust Local Surface Descriptors Using Polynomial PatchesCode0
Rethinking Synthetic Data definitions: A privacy driven approach—0
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models—0
Robust Learning of Diverse Code Edits—0
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
FIG: Forward-Inverse Generation for Low-Resource Domain-specific Event Detection—0
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation—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
CLIPPER: Compression enables long-context synthetic data generationCode1
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
A Systematic Evaluation of Generative Models on Tabular Transportation DataCode0
Typhoon T1: An Open Thai Reasoning Model—0
ShapeLib: Designing a library of programmatic 3D shape abstractions with Large Language Models—0
Generative Distribution Prediction: A Unified Approach to Multimodal Learning—0
Is API Access to LLMs Useful for Generating Private Synthetic Tabular Data?—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