SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 401–450 of 822 papers

TitleStatusHype
Towards Synthetic Data Generation for Improved Pain Recognition in Videos under Patient ConstraintsCode0
MANTA -- Model Adapter Native generations that's Affordable—0
CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code RepairCode0
Making Large Language Models into World Models with Precondition and Effect Knowledge—0
Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation—0
Synthetic data augmentation for robotic mobility aids to support blind and low vision people—0
Enhanced segmentation of femoral bone metastasis in CT scans of patients using synthetic data generation with 3D diffusion models—0
SynSUM -- Synthetic Benchmark with Structured and Unstructured Medical RecordsCode0
Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data Sources—0
Generated Data with Fake Privacy: Hidden Dangers of Fine-tuning Large Language Models on Generated Data—0
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
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
Advancing Post-OCR Correction: A Comparative Study of Synthetic DataCode0
Winning Amazon KDD Cup'24—0
VidModEx: Interpretable and Efficient Black Box Model Extraction for High-Dimensional SpacesCode0
ABC Align: Large Language Model Alignment for Safety & Accuracy—0
On the Problem of Text-To-Speech Model Selection for Synthetic Data Generation in Automatic Speech Recognition—0
Algorithms for Collaborative Machine Learning under Statistical Heterogeneity—0
Optimizing Synthetic Data for Enhanced Pancreatic Tumor SegmentationCode0
On the Effect of Purely Synthetic Training Data for Different Automatic Speech Recognition Architectures—0
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
Zero-shot Cross-Lingual Transfer for Synthetic Data Generation in Grammatical Error Detection—0
Monocular pose estimation of articulated surgical instruments in open surgery—0
What Makes and Breaks Safety Fine-tuning? A Mechanistic Study—0
Convex space learning for tabular synthetic data generationCode0
When in Doubt, Cascade: Towards Building Efficient and Capable Guardrails—0
Synthetic Data for Discriminating Serotonergic Neurons using Convolutional Neural Networks—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
Effects of Using Synthetic Data on Deep Recommender Models' Performance—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