Latest Articles for Deep Learning

Machine Learning Rethinking Similarity in Neural Networks

A new approach improves understanding of neural network similarities.

András Balogh, Márk Jelasity

2025-02-20T04:44:09+00:00 ― 6 min read

Computer Vision and Pattern Recognition Unlocking the Secrets of Knowledge Distillation

Learn how small models gain strength from their larger mentors.

Gereziher Adhane, Mohammad Mahdi Dehshibi, Dennis Vetter

2025-02-18T11:59:33+00:00 ― 7 min read

Computer Vision and Pattern Recognition Mastering 3D Point Cloud Registration

Learn how to align 3D views for accurate visualizations.

Jiaqi Yang, Chu'ai Zhang, Zhengbao Wang

2025-02-17T03:05:24+00:00 ― 5 min read

Software Engineering Navigating Faults in Deep Learning Systems

A guide to understanding and addressing faults in deep learning models.

Gunel Jahangirova, Nargiz Humbatova, Jinhan Kim

2025-02-09T21:45:00+00:00 ― 5 min read

Computer Vision and Pattern Recognition Rethinking Depthwise Separable CNNs for Better Adaptability

Research shows depthwise convolutional networks maintain general filters across tasks.

Zahra Babaiee, Peyman M. Kiasari, Daniela Rus

2025-02-06T01:27:45+00:00 ― 6 min read

Machine Learning New Method Boosts Seizure Onset Detection

Innovative approach improves detection of seizure beginnings for better epilepsy management.

Zheng Chen, Yasuko Matsubara, Yasushi Sakurai

2025-02-03T13:36:18+00:00 ― 6 min read

Machine Learning Revolutionary Approach to Deep Learning Training

Gradient Agreement Filtering improves efficiency and accuracy in model training.

Francois Chaubard, Duncan Eddy, Mykel J. Kochenderfer

2025-02-01T14:43:48+00:00 ― 7 min read

Computer Vision and Pattern Recognition LayerDropBack: Speeding Up Deep Neural Network Training

A new method that speeds up deep learning training without major changes.

Evgeny Hershkovitch Neiterman, Gil Ben-Artzi

2025-02-01T06:42:18+00:00 ― 6 min read

Machine Learning The Role of Attention Mechanisms in AI

Discover how attention mechanisms enhance deep learning across various applications.

Tianyu Ruan, Shihua Zhang

2025-01-25T23:27:20+00:00 ― 5 min read

Computer Vision and Pattern Recognition Memory-Efficient UNet: A Game Changer in Image Processing

Discover how UNet tackles image processing challenges while saving memory.

Lingxiao Yin, Wei Tao, Dongyue Zhao

2025-01-25T17:24:00+00:00 ― 6 min read

Machine Learning Enhancing AI Efficiency with Performance Control Early Exiting

Explore how PCEE improves AI models' efficiency without sacrificing accuracy.

Mehrnaz Mofakhami, Reza Bayat, Ioannis Mitliagkas

2025-01-24T19:44:51+00:00 ― 6 min read

Computer Vision and Pattern Recognition PTQ4VM: A New Path for Visual Mamba

PTQ4VM enhances Visual Mamba's performance through innovative quantization methods.

Younghyun Cho, Changhun Lee, Seonggon Kim

2025-01-19T08:08:15+00:00 ― 7 min read

Computer Vision and Pattern Recognition Streamlining Deep Learning with Attention Maps

A new routing method enhances deep learning model efficiency using attention maps.

Advait Gadhikar, Souptik Kumar Majumdar, Niclas Popp

2025-01-18T03:14:51+00:00 ― 5 min read