The BeMi Stardust: A structured ensemble of Binarized Neural Networks

• Main Authors: BERNARDELLI, Ambrogio Maria, GUALANDI, Stefano, LAU, Hoong Chuin, MILANESI, Simone
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Binarized neural networks; Mixed-integer linear programming; Structured ensemble of neural networks; Artificial Intelligence and Robotics; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/8310; https://ink.library.smu.edu.sg/context/sis_research/article/9313/viewcontent/BeMiStardust_av.pdf
• Institution: Singapore Management University

Binarized Neural Networks (BNNs) are receiving increasing attention due to their lightweight architecture and ability to run on low-power devices, given the fact that they can be implemented using Boolean operations. The state-of-the-art for training classification BNNs restricted to few-shot learni...