SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 301–350 of 822 papers

TitleStatusHype
Chain-of-Translation Prompting (CoTR): A Novel Prompting Technique for Low Resource Languages—0
Boundless: Generating Photorealistic Synthetic Data for Object Detection in Urban StreetscapesCode0
Building Math Agents with Multi-Turn Iterative Preference Learning—0
Synthetic Data Generation and Automated Multidimensional Data Labeling for AI/ML in General and Circular Coordinates—0
Differentially Private Synthetic High-dimensional Tabular Stream—0
Smaller, Weaker, Yet Better: Training LLM Reasoners via Compute-Optimal Sampling—0
Are Pose Estimators Ready for the Open World? STAGE: Synthetic Data Generation Toolkit for Auditing 3D Human Pose Estimators—0
Efficient LLM Scheduling by Learning to RankCode2
LowCLIP: Adapting the CLIP Model Architecture for Low-Resource Languages in Multimodal Image Retrieval TaskCode0
A density ratio framework for evaluating the utility of synthetic data—0
Value Alignment from Unstructured Text—0
Generating Data with Text-to-Speech and Large-Language Models for Conversational Speech RecognitionCode0
Faster Private Minimum Spanning Trees—0
NFDI4Health workflow and service for synthetic data generation, assessment and risk management—0
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection—0
Winning Amazon KDD Cup'24—0
Advancing Post-OCR Correction: A Comparative Study of Synthetic DataCode0
VidModEx: Interpretable and Efficient Black Box Model Extraction for High-Dimensional SpacesCode0
ABC Align: Large Language Model Alignment for Safety & Accuracy—0
Algorithms for Collaborative Machine Learning under Statistical Heterogeneity—0
On the Problem of Text-To-Speech Model Selection for Synthetic Data Generation in Automatic Speech Recognition—0
Optimizing Synthetic Data for Enhanced Pancreatic Tumor SegmentationCode0
On the Effect of Purely Synthetic Training Data for Different Automatic Speech Recognition Architectures—0
VGGHeads: 3D Multi Head Alignment with a Large-Scale Synthetic DatasetCode2
Flexible Generation of Preference Data for Recommendation AnalysisCode0
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