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Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 326–350 of 822 papers

TitleStatusHype
Boosting Reward Model with Preference-Conditional Multi-Aspect Synthetic Data Generation—0
Weak-to-Strong Compositional Learning from Generative Models for Language-based Object Detection—0
MSCT: Addressing Time-Varying Confounding with Marginal Structural Causal Transformer for Counterfactual Post-Crash Traffic Prediction—0
Unsupervised and Interpretable Synthesizing for Electrical Time Series Based on Information Maximizing Generative Adversarial Nets—0
LLMs-in-the-loop Part-1: Expert Small AI Models for Bio-Medical Text Translation—0
Monocular pose estimation of articulated surgical instruments in open surgery—0
Zero-shot Cross-Lingual Transfer for Synthetic Data Generation in Grammatical Error Detection—0
What Makes and Breaks Safety Fine-tuning? A Mechanistic Study—0
Convex space learning for tabular synthetic data generationCode0
Synthetic Data for Discriminating Serotonergic Neurons using Convolutional Neural Networks—0
When in Doubt, Cascade: Towards Building Efficient and Capable Guardrails—0
Synthetic Test Data Generation Using Recurrent Neural Networks: A Position Paper—0
Enhancing Hallucination Detection through Perturbation-Based Synthetic Data Generation in System ResponsesCode0
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation—0
Synthetic Multimodal Question Generation—0
SK-VQA: Synthetic Knowledge Generation at Scale for Training Context-Augmented Multimodal LLMs—0
UniGen: A Unified Framework for Textual Dataset Generation Using Large Language ModelsCode2
Effects of Using Synthetic Data on Deep Recommender Models' Performance—0
SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing ImageryCode2
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification—0
Principal Component Clustering for Semantic Segmentation in Synthetic Data Generation—0
Voice Disorder Analysis: a Transformer-based ApproachCode1
Advancing Retail Data Science: Comprehensive Evaluation of Synthetic Data—0
Instruction Data Generation and Unsupervised Adaptation for Speech Language Models—0
ChatEMG: Synthetic Data Generation to Control a Robotic Hand Orthosis for Stroke—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