NSPDI-SNN: An efficient lightweight SNN based on nonlinear synaptic pruning and dendritic integration
Year: 2025
Type: article
Language: en
Topic: Advanced Memory and Neural Computing
Authors and affiliations:
raw_author_name: Wuque Cai
raw_affiliation_strings: Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for NeuroInformation, China-Cuba Belt and Road Joint Laboratory on Neurotechnology and Brain-Apparatus Communication, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China. Electronic address: 202011140121@std.uestc.edu.cn
raw_author_name: Hongze Sun
raw_affiliation_strings: Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for NeuroInformation, China-Cuba Belt and Road Joint Laboratory on Neurotechnology and Brain-Apparatus Communication, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China. Electronic address: sunhongze@aliyun.com
raw_author_name: Jiayi He
raw_affiliation_strings: Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for NeuroInformation, China-Cuba Belt and Road Joint Laboratory on Neurotechnology and Brain-Apparatus Communication, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China. Electronic address: 202322140213@std.uestc.edu.cn
raw_author_name: Qianqian Liao
raw_affiliation_strings: Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for NeuroInformation, China-Cuba Belt and Road Joint Laboratory on Neurotechnology and Brain-Apparatus Communication, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China. Electronic address: 202222140216@std.uestc.edu.cn
raw_author_name: Yunliang Zang
raw_affiliation_strings: Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin, 300072, China. Electronic address: Yunliangzang@tju.edu.cn
raw_author_name: Duo Chen
raw_affiliation_strings: Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for NeuroInformation, China-Cuba Belt and Road Joint Laboratory on Neurotechnology and Brain-Apparatus Communication, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China; School of Artificial Intelligence, Chongqing University of Education, Chongqing, 400065, China. Electronic address: duochen3@gmail.com
raw_author_name: Dezhong Yao
raw_affiliation_strings: Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for NeuroInformation, China-Cuba Belt and Road Joint Laboratory on Neurotechnology and Brain-Apparatus Communication, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China; Research Unit of NeuroInformation (2019RU035), Chengdu, 611731, Sichuan, China. Electronic address: dyao@uests.edu.cn
raw_author_name: Daqing Guo
raw_affiliation_strings: Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for NeuroInformation, China-Cuba Belt and Road Joint Laboratory on Neurotechnology and Brain-Apparatus Communication, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, 611731, Sichuan, China; Research Unit of NeuroInformation (2019RU035), Chengdu, 611731, Sichuan, China. Electronic address: dqguo@uests.edu.cn