Latest Articles for Deep Learning

New layer pruning technique enhances model efficiency and accuracy.

A look into how adversarial examples challenge AI models.

Learn how hyperparameters impact training in wide neural networks.

SGDIR simplifies image registration for better diagnostic accuracy and efficiency.

A look at formal reasoning in encoder-only transformers and its implications.

A look into neural collapse and its impact on deep learning models.

Using deep learning to analyze plasma dynamics can improve fusion energy control.

A novel approach improves merging of AI models for better performance and efficiency.

Learn how Bayesian Last Layer quantifies uncertainty in machine learning predictions.

A new method enhances the reliability of neural networks in critical applications.

This study examines how aesthetics influence buying decisions in the fashion industry.

This research focuses on improving brain tumor segmentation with a new model approach.

A new method to assess neuron explanations in deep learning models.

New techniques improve image reconstruction from limited data.

A new method enhances image quality in autoencoders through dynamic optimal transport.

Mamba-2 combines SSMs and Transformers for improved efficiency in language tasks.

Research on optimizing deep learning models with sparsity and quantization techniques.

Introducing RobustKD, a method to enhance model safety against backdoor attacks.

Exploring methods to improve location accuracy in aerial images.

A new framework enhances train fault detection using advanced deep learning techniques.

ECHO improves network traffic classification through machine learning techniques.

A new method improves efficient deep learning models through exact orthogonality.

A new method enhances model predictions for better adaptation without source data.

New models improve predictions for machine life using deep learning.

New methods reveal resilience in neural network circuits against manipulation.

This article examines layer normalization's role in improving neural network classification.

Learn how speech inpainting is restoring audio quality in various fields.

A new method to improve attention mechanisms in complex data processing.

A new method enhances privacy protection while training deep learning models.

This study highlights the significance of the Neural Tangent Kernel in training neural networks.

Discover how MetaMixer transforms model efficiency and adaptability.

A new method merges deep learning flexibility with physical law compliance.

New framework reduces carbon emissions in deep learning model design.

Exploring strategies to improve Graph Neural Networks and tackle oversmoothing challenges.

Advances in automatic lymph node segmentation enhance cancer treatment accuracy.

ExoDeepFinder efficiently detects rare exocytosis events in video data using deep learning.

New method enhances image restoration by reducing noise and preserving details.

A new framework aims to improve accuracy and efficiency in medical image analysis.

New methods improve image clarity for galaxy studies.

This article examines enhancements to SSMs for resilience against adversarial perturbations.