Latest Articles for Active Learning

A new approach enhances the training of surrogate models in software development.

Exploring strategies to improve active learning using rich labels and uncertainty.

A novel approach reduces data labeling while enhancing audio classification accuracy.

Introducing an active learning method that combines uncertainty and diversity for improved labeling efficiency.

Geal enhances data selection efficiency in computer vision using general-purpose models.

A tool for efficient atomic interaction modeling in materials science.

Machine learning methods improve efficiency in identifying new drug candidates from large compound libraries.

A new approach to analyze privacy policies using crowdsourcing and active learning.

A new framework enhances anomaly detection in graph data using active learning techniques.

A new approach enhances confidence estimation in ASR systems for better accuracy.

MORPH adapts malware detection systems to evolving threats with less manual input.

Innovative AI methods improve analysis of scalar field theories in physics.

A new method to improve Android malware detection using active learning.

Learn how the least disagree metric enhances active learning efficiency.

New framework enhances data selection and graph cleaning in noisy environments.

A new method enhances data gathering for better language model alignment.

This article discusses methods to manage noisy data for better deep learning outcomes.

A new method enhances active learning efficiency in machine learning.

Innovative method simplifies training models for complex image classification.

Exploring how AI can improve mathematical reasoning and discovery.

This study explores how topology awareness affects Graph Neural Network performance and fairness.

Examining the benefits and implications of Human-AI collaboration in various fields.

New methods improve molecular simulations through active learning and normalizing flows.

A new method enhances molecular simulations by targeting areas of uncertainty.

Active learning reduces labeling costs while improving model performance.

Efficient image annotation in healthcare enhances diagnoses through Deep Learning and Active Learning.

A look at using active learning for enhanced generative model performance.

A method for improving melody extraction across different music styles with minimal human effort.

Convex Hull-aware Active Learning improves material stability assessments effectively.

A new method enhances Autonomous Emergency Braking systems for better safety.

A new method streamlines document reviews using Chao's Population Size Estimator.

Effective strategies for addressing uncertainty in Graph Neural Networks enhance reliability.

Using data-driven methods to improve polymer solar cell efficiency.

A new method improves image analysis in digital pathology.

Examining the role of virtual labs in engaging students in cybersecurity courses.

A new method enhances active learning for imbalanced datasets.

Learning techniques enhance autonomous robot navigation and data collection.

A novel approach to improve example selection for better language model outputs.

New techniques enhance the speed of developing compositionally complex alloys.

A new framework improves efficiency in video object detection for surveillance systems.