FSpiNN: An Optimization Framework for Memory- and Energy-Efficient Spiking Neural Networks

17 July 2020

Papers citing "FSpiNN: An Optimization Framework for Memory- and Energy-Efficient Spiking Neural Networks"

17 / 17 papers shown

Title
Enabling Efficient Processing of Spiking Neural Networks with On-Chip Learning on Commodity Neuromorphic Processors for Edge AI Systems Rachmad Vidya Wicaksana Putra Pasindu Wickramasinghe Mohamed Bennai 79 0 0 01 Apr 2025
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead Mohamed Bennai Mahum Naseer T. Theocharides C. Kyrkou O. Mutlu Lois Orosa Jungwook Choi OOD 98 100 0 04 Jan 2021
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic Processor Riccardo Massa Alberto Marchisio Maurizio Martina Mohamed Bennai 31 93 0 16 May 2020
NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips Valerio Venceslai Alberto Marchisio Ihsen Alouani Maurizio Martina Mohamed Bennai AAML 43 34 0 16 May 2020
DRMap: A Generic DRAM Data Mapping Policy for Energy-Efficient Processing of Convolutional Neural Networks Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Mohamed Bennai 34 22 0 21 Apr 2020
Lattice Map Spiking Neural Networks (LM-SNNs) for Clustering and Classifying Image Data Hananel Hazan D. J. Saunders Darpan T. Sanghavi H. Siegelmann R. Kozma 46 17 0 04 Jun 2019
Locally Connected Spiking Neural Networks for Unsupervised Feature Learning D. J. Saunders Devdhar Patel Hananel Hazan H. Siegelmann R. Kozma 40 53 0 12 Apr 2019
SpykeTorch: Efficient Simulation of Convolutional Spiking Neural Networks with at most one Spike per Neuron Milad Mozafari M. Ganjtabesh A. Nowzari-Dalini T. Masquelier 58 99 0 06 Mar 2019
Fast and Efficient Information Transmission with Burst Spikes in Deep Spiking Neural Networks Seongsik Park Seijoon Kim Hyeokjun Choe Sungroh Yoon 51 94 0 10 Sep 2018
STDP Learning of Image Patches with Convolutional Spiking Neural Networks D. J. Saunders H. Siegelmann R. Kozma M. Ruszinkó 20 34 0 24 Aug 2018
Unsupervised Learning with Self-Organizing Spiking Neural Networks Hananel Hazan D. J. Saunders Darpan T. Sanghavi H. Siegelmann R. Kozma SSL 28 65 0 24 Jul 2018
BindsNET: A machine learning-oriented spiking neural networks library in Python Hananel Hazan D. J. Saunders Hassaan Khan Darpan T. Sanghavi H. Siegelmann R. Kozma AI4CE 60 231 0 04 Jun 2018
Deep Learning in Spiking Neural Networks A. Tavanaei M. Ghodrati Saeed Reza Kheradpisheh T. Masquelier Anthony Maida 55 1,071 0 22 Apr 2018
STDP Based Pruning of Connections and Weight Quantization in Spiking Neural Networks for Energy Efficient Recognition Nitin Rathi Priyadarshini Panda Kaushik Roy 47 113 0 12 Oct 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 252 8,856 0 25 Aug 2017
ASP: Learning to Forget with Adaptive Synaptic Plasticity in Spiking Neural Networks Priyadarshini Panda Jason M. Allred S. Ramanathan Kaushik Roy 46 49 0 22 Mar 2017
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 239 8,821 0 01 Oct 2015