Learning to prune deep neural networks via layer-wise optimal brain surgeon

• Main Authors: Dong, Xin, Chen, Shangyu, Pan, Sinno Jialin
• Other Authors: School of Computer Science and Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2020
• Subjects: Engineering::Computer science and engineering; Deep Neural Networks; Layer-wise Optimal Brain Surgeon
• Online Access: https://hdl.handle.net/10356/137659
• Institution: Nanyang Technological University

How to develop slim and accurate deep neural networks has become crucial for real- world applications, especially for those employed in embedded systems. Though previous work along this research line has shown some promising results, most existing methods either fail to significantly compress a well...