SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 151–200 of 822 papers

TitleStatusHype
Partially Synthetic Data for Recommender Systems: Prediction Performance and Preference HidingCode1
View-Dependent Octree-based Mesh Extraction in Unbounded Scenes for Procedural Synthetic DataCode1
CDCGen: Cross-Domain Conditional Generation via Normalizing Flows and Adversarial Training—0
A Self-Supervised Framework for Space Object Behaviour Characterisation—0
ABC Align: Large Language Model Alignment for Safety & Accuracy—0
Causal-TGAN: Generating Tabular Data Using Causal Generative Adversarial Networks—0
Case Study: Fine-tuning Small Language Models for Accurate and Private CWE Detection in Python Code—0
Artificial Intelligence for Personalized Prediction of Alzheimer's Disease Progression: A Survey of Methods, Data Challenges, and Future Directions—0
End to End Collaborative Synthetic Data Generation—0
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms—0
CALICO: Conversational Agent Localization via Synthetic Data Generation—0
Artificial Data Point Generation in Clustered Latent Space for Small Medical Datasets—0
CAGE: Probing Causal Relationships in Deep Generative Models—0
A robust synthetic data generation framework for machine learning in High-Resolution Transmission Electron Microscopy (HRTEM)—0
Energy-Based Modelling for Discrete and Mixed Data via Heat Equations on Structured Spaces—0
Are Pose Estimators Ready for the Open World? STAGE: Synthetic Data Generation Toolkit for Auditing 3D Human Pose Estimators—0
Building Math Agents with Multi-Turn Iterative Preference Learning—0
Embedding-Driven Diversity Sampling to Improve Few-Shot Synthetic Data Generation—0
Building Adaptive Acceptability Classifiers for Neural NLG—0
Bt-GAN: Generating Fair Synthetic Healthdata via Bias-transforming Generative Adversarial Networks—0
AI-Generated Fall Data: Assessing LLMs and Diffusion Model for Wearable Fall Detection—0
Empirical Analysis of Noising Scheme based Synthetic Data Generation for Automatic Post-editing—0
Bridging the Linguistic Divide: A Survey on Leveraging Large Language Models for Machine Translation—0
A quantum generative model for multi-dimensional time series using Hamiltonian learning—0
A Quantum Approach to Synthetic Minority Oversampling Technique (SMOTE)—0
Brain Tumor Recurrence vs. Radiation Necrosis Classification and Patient Survivability Prediction—0
A Comparative Study of Synthetic Data Generation Methods for Grammatical Error Correction—0
ElderSim: A Synthetic Data Generation Platform for Human Action Recognition in Eldercare Applications—0
Empirical Similarity for Absent Data Generation in Imbalanced Classification—0
Enhanced segmentation of femoral bone metastasis in CT scans of patients using synthetic data generation with 3D diffusion models—0
Approximate, Adapt, Anonymize (3A): a Framework for Privacy Preserving Training Data Release for Machine Learning—0
Effective deep learning training for single-image super-resolution in endomicroscopy exploiting video-registration-based reconstruction—0
Boosting Reward Model with Preference-Conditional Multi-Aspect Synthetic Data Generation—0
Accurate and Intuitive Contextual Explanations using Linear Model Trees—0
Effect of Balancing Data Using Synthetic Data on the Performance of Machine Learning Classifiers for Intrusion Detection in Computer Networks—0
BJTU-WeChat's Systems for the WMT22 Chat Translation Task—0
AnySynth: Harnessing the Power of Image Synthetic Data Generation for Generalized Vision-Language Tasks—0
Advancing the Understanding of Fine-Grained 3D Forest Structures using Digital Cousins and Simulation-to-Reality: Methods and Datasets—0
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection—0
Effect of Kinematics and Fluency in Adversarial Synthetic Data Generation for ASL Recognition with RF Sensors—0
Beyond the Norm: A Survey of Synthetic Data Generation for Rare Events—0
An Overview of Facial Micro-Expression Analysis: Data, Methodology and Challenge—0
Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting—0
Advancing Semantic Caching for LLMs with Domain-Specific Embeddings and Synthetic Data—0
deepNIR: Datasets for generating synthetic NIR images and improved fruit detection system using deep learning techniques—0
Deep Metric Learning-Based Out-of-Distribution Detection with Synthetic Outlier Exposure—0
3D Segmentation of Humans in Point Clouds with Synthetic Data—0
Deep learning based on Transformer architecture for power system short-term voltage stability assessment with class imbalance—0
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis—0
Decentralised, Scalable and Privacy-Preserving Synthetic 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