SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 301–350 of 822 papers

TitleStatusHype
Enhancing Hallucination Detection through Perturbation-Based Synthetic Data Generation in System ResponsesCode0
Enhancing Domain-Specific Retrieval-Augmented Generation: Synthetic Data Generation and Evaluation using Reasoning ModelsCode0
Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed EnvironmentsCode0
Improving text-conditioned latent diffusion for cancer pathologyCode0
Privacy-Preserving Data Sharing in Agriculture: Enforcing Policy Rules for Secure and Confidential Data SynthesisCode0
Child Face Recognition at Scale: Synthetic Data Generation and Performance BenchmarkCode0
Privacy-Preserving Synthetic Educational Data GenerationCode0
VidModEx: Interpretable and Efficient Black Box Model Extraction for High-Dimensional SpacesCode0
Conditioning on Time is All You Need for Synthetic Survival Data GenerationCode0
GEC-DePenD: Non-Autoregressive Grammatical Error Correction with Decoupled Permutation and DecodingCode0
Enhancing Amyloid PET Quantification: MRI-Guided Super-Resolution Using Latent Diffusion ModelsCode0
Combining Data Generation and Active Learning for Low-Resource Question AnsweringCode0
IR2: Information Regularization for Information RetrievalCode0
Improved Generation of Synthetic Imaging Data Using Feature-Aligned DiffusionCode0
Aligning Actions and Walking to LLM-Generated Textual DescriptionsCode0
Generating Data with Text-to-Speech and Large-Language Models for Conversational Speech RecognitionCode0
Improving Generalization of Synthetically Trained Sonar Image Descriptors for Underwater Place RecognitionCode0
IRG: Generating Synthetic Relational Databases using Deep Learning with Insightful Relational UnderstandingCode0
End-to-End Synthetic Data Generation for Domain Adaptation of Question Answering SystemsCode0
How Good Are Synthetic Requirements ? Evaluating LLM-Generated Datasets for AI4RECode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
A Semi-Synthetic Dataset Generation Framework for Causal Inference in Recommender SystemsCode0
Hide-and-Seek Privacy ChallengeCode0
Generating Synthetic Data with Locally Estimated Distributions for Disclosure ControlCode0
HP-GAN: Probabilistic 3D human motion prediction via GANCode0
A Self-supervised Learning System for Object Detection using Physics Simulation and Multi-view Pose EstimationCode0
ELTEX: A Framework for Domain-Driven Synthetic Data GenerationCode0
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation ExtractionCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Scaling While Privacy Preserving: A Comprehensive Synthetic Tabular Data Generation and Evaluation in Learning AnalyticsCode0
Iterative Methods for Private Synthetic Data: Unifying Framework and New MethodsCode0
Effects of Using Synthetic Data on Deep Recommender Models' Performance—0
Effect of Kinematics and Fluency in Adversarial Synthetic Data Generation for ASL Recognition with RF Sensors—0
CDCGen: Cross-Domain Conditional Generation via Normalizing Flows and Adversarial Training—0
Effect of Balancing Data Using Synthetic Data on the Performance of Machine Learning Classifiers for Intrusion Detection in Computer Networks—0
Effective deep learning training for single-image super-resolution in endomicroscopy exploiting video-registration-based reconstruction—0
A Self-Supervised Framework for Space Object Behaviour Characterisation—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
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
DoPAMine: Domain-specific Pre-training Adaptation from seed-guided data Mining—0
Domain-Transferred Synthetic Data Generation for Improving Monocular Depth Estimation—0
Domain Generalization via Ensemble Stacking for Face Presentation Attack Detection—0
CAGE: Probing Causal Relationships in Deep Generative Models—0
Artificial Data Point Generation in Clustered Latent Space for Small Medical Datasets—0
A robust synthetic data generation framework for machine learning in High-Resolution Transmission Electron Microscopy (HRTEM)—0
Does Synthetic Data Make Large Language Models More Efficient?—0
Does Synthetic Data Generation of LLMs Help Clinical Text Mining?—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