Federated Neuromorphic Learning of Spiking Neural Networks for Low-Power Edge Intelligence

21 October 2019

Osvaldo Simeone

Papers citing "Federated Neuromorphic Learning of Spiking Neural Networks for Low-Power Edge Intelligence"

20 / 20 papers shown

Title
Neuromorphic Wireless Split Computing with Multi-Level Spikes Dengyu Wu Jiechen Chen Bipin Rajendran H. Vincent Poor Osvaldo Simeone 81 1 0 07 Nov 2024
The Robustness of Spiking Neural Networks in Communication and its Application towards Network Efficiency in Federated Learning Manh V. Nguyen Liang Zhao Bobin Deng William M. Severa Honghui Xu Shaoen Wu FedML 79 0 0 19 Sep 2024
SFedCA: Credit Assignment-Based Active Client Selection Strategy for Spiking Federated Learning Qiugang Zhan Jinbo Cao Xiurui Xie Malu Zhang Huajin Tang Guisong Liu FedML 74 0 0 18 Jun 2024
Heterogeneous Federated Learning with Convolutional and Spiking Neural Networks Yingchao Yu Yuping Yan Jisong Cai Yaochu Jin FedML 60 0 0 14 Jun 2024
Spikewhisper: Temporal Spike Backdoor Attacks on Federated Neuromorphic Learning over Low-power Devices Hanqing Fu Gaolei Li Jun Wu Jianhua Li Xi Lin Kai Zhou Yuchen Liu AAML 72 1 0 27 Mar 2024
Training Machine Learning models at the Edge: A Survey Aymen Rayane Khouas Mohamed Reda Bouadjenek Hakim Hacid Sunil Aryal 111 12 0 05 Mar 2024
Energy-Efficient On-Board Radio Resource Management for Satellite Communications via Neuromorphic Computing Flor Ortíz N. Skatchkovsky E. Lagunas W. A. Martins G. Eappen Saed Daoud Osvaldo Simeone Bipin Rajendran Symeon Chatzinotas 83 8 0 22 Aug 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 64 12 0 26 May 2023
Communication Trade-offs in Federated Learning of Spiking Neural Networks Soumi Chaki David Weinberg Ayça Özçelikkale FedML 100 1 0 27 Feb 2023
Bayesian Continual Learning via Spiking Neural Networks N. Skatchkovsky Hyeryung Jang Osvaldo Simeone BDL 62 18 0 29 Aug 2022
Efficient Federated Learning with Spike Neural Networks for Traffic Sign Recognition Kan Xie Zhe Zhang Bo Li Jiawen Kang Dusit Niyato Shengli Xie Yi Wu 48 67 0 28 May 2022
Federated Learning with Spiking Neural Networks Yeshwanth Venkatesha Youngeun Kim Leandros Tassiulas Priyadarshini Panda FedML 63 48 0 11 Jun 2021
Learning to Time-Decode in Spiking Neural Networks Through the Information Bottleneck N. Skatchkovsky Osvaldo Simeone Hyeryung Jang 80 20 0 02 Jun 2021
Fast On-Device Adaptation for Spiking Neural Networks via Online-Within-Online Meta-Learning Bleema Rosenfeld Bipin Rajendran Osvaldo Simeone OffRL 94 9 0 21 Feb 2021
A Systematic Literature Review on Federated Learning: From A Model Quality Perspective Yi Liu Li Zhang Ning Ge Guanghao Li FedML 92 24 0 01 Dec 2020
Spiking Neural Networks -- Part III: Neuromorphic Communications N. Skatchkovsky Hyeryung Jang Osvaldo Simeone 63 12 0 27 Oct 2020
Connection Pruning for Deep Spiking Neural Networks with On-Chip Learning Thao N. N. Nguyen B. Veeravalli Xuanyao Fong 88 14 0 09 Oct 2020
End-to-End Learning of Neuromorphic Wireless Systems for Low-Power Edge Artificial Intelligence N. Skatchkovsky Hyeryung Jang Osvaldo Simeone 62 24 0 03 Sep 2020
Memristors -- from In-memory computing, Deep Learning Acceleration, Spiking Neural Networks, to the Future of Neuromorphic and Bio-inspired Computing A. Mehonic Abu Sebastian Bipin Rajendran Osvaldo Simeone Eleni Vasilaki A. Kenyon 60 212 0 30 Apr 2020
Convergence Time Optimization for Federated Learning over Wireless Networks Mingzhe Chen H. Vincent Poor Walid Saad Shuguang Cui 59 299 0 22 Jan 2020