SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 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
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
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models—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
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
ShapeLib: Designing a library of programmatic 3D shape abstractions with Large Language Models—0
Typhoon T1: An Open Thai Reasoning Model—0
A Systematic Evaluation of Generative Models on Tabular Transportation DataCode0
Is API Access to LLMs Useful for Generating Private Synthetic Tabular Data?—0
Scalable and Ethical Insider Threat Detection through Data Synthesis and Analysis by LLMs—0
Generative Distribution Prediction: A Unified Approach to Multimodal Learning—0
Few-shot_LLM_Synthetic_Data_with_Distribution_MatchingCode0
Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data SynthesisCode0
MultiFloodSynth: Multi-Annotated Flood Synthetic Dataset Generation—0
Automatic Prompt Optimization Techniques: Exploring the Potential for Synthetic Data Generation—0
Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2—0
BARE: Leveraging Base Language Models for Few-Shot Synthetic Data Generation—0
CoddLLM: Empowering Large Language Models for Data Analytics—0
Synthetic Data Generation for Augmenting Small Samples—0
Programming by Examples Meets Historical Linguistics: A Large Language Model Based Approach to Sound Law Induction—0
Making Sense of Data in the Wild: Data Analysis Automation at Scale—0
Generative Data Augmentation Challenge: Zero-Shot Speech Synthesis for Personalized Speech Enhancement—0
Embedding-Driven Diversity Sampling to Improve Few-Shot Synthetic Data Generation—0
Data Enrichment Opportunities for Distribution Grid Cable Networks using Variational Autoencoders—0
Sequential PatchCore: Anomaly Detection for Surface Inspection using Synthetic Impurities—0
Generating Realistic Synthetic Head Rotation Data for Extended Reality using Deep Learning—0
Quantum Down Sampling Filter for Variational Auto-encoderCode0
User Simulation in the Era of Generative AI: User Modeling, Synthetic Data Generation, and System Evaluation—0
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though—0
SMIR: Efficient Synthetic Data Pipeline To Improve Multi-Image ReasoningCode0
Reading with Intent -- Neutralizing Intent—0
Advancing the Understanding of Fine-Grained 3D Forest Structures using Digital Cousins and Simulation-to-Reality: Methods and Datasets—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