Navigating Local Minima in Quantized Spiking Neural Networks

Navigating Local Minima in Quantized Spiking Neural Networks

15 February 2022

Jason K. Eshraghian

Wei D. Lu

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Papers citing "Navigating Local Minima in Quantized Spiking Neural Networks"

16 / 16 papers shown

Title
The fine line between dead neurons and sparsity in binarized spiking neural networks Jason K. Eshraghian Wei D. Lu 101 19 0 28 Jan 2022
Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks Guobin Shen Dongcheng Zhao Yi Zeng 63 55 0 17 Oct 2021
Learning from Event Cameras with Sparse Spiking Convolutional Neural Networks Loic Cordone Benoit Miramond Sonia Ferrante 93 37 0 26 Apr 2021
Hardware Implementation of Deep Network Accelerators Towards Healthcare and Biomedical Applications M. R. Azghadi Corey Lammie Jason K. Eshraghian Melika Payvand Elisa Donati B. Linares-Barranco Giacomo Indiveri 61 141 0 11 Jul 2020
Exploring the Connection Between Binary and Spiking Neural Networks Sen Lu Abhronil Sengupta MQ 71 103 0 24 Feb 2020
Optuna: A Next-generation Hyperparameter Optimization Framework Takuya Akiba Shotaro Sano Toshihiko Yanase Takeru Ohta Masanori Koyama 670 5,872 0 25 Jul 2019
MorphIC: A 65-nm 738k-Synapse/mm $^2$ Quad-Core Binary-Weight Digital Neuromorphic Processor with Stochastic Spike-Driven Online Learning Charlotte Frenkel J. Legat D. Bol 60 116 0 17 Apr 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 104 1,242 0 28 Jan 2019
Assessing the Scalability of Biologically-Motivated Deep Learning Algorithms and Architectures Sergey Bartunov Adam Santoro Blake A. Richards Luke Marris Geoffrey E. Hinton Timothy Lillicrap 97 244 0 12 Jul 2018
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 285 8,928 0 25 Aug 2017
Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System Sebastian Schmitt Johann Klaehn G. Bellec Andreas Grübl Maurice Guettler ... Robert Legenstein Wolfgang Maass Christian Mayr Johannes Schemmel K. Meier 54 138 0 06 Mar 2017
Training Deep Spiking Neural Networks using Backpropagation Junhaeng Lee T. Delbruck Michael Pfeiffer 98 947 0 31 Aug 2016
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 350 8,179 0 13 Aug 2016
Spiking Deep Networks with LIF Neurons Eric Hunsberger C. Eliasmith 69 277 0 29 Oct 2015
Compressing Neural Networks with the Hashing Trick Wenlin Chen James T. Wilson Stephen Tyree Kilian Q. Weinberger Yixin Chen 168 1,191 0 19 Apr 2015
Compressing Deep Convolutional Networks using Vector Quantization Yunchao Gong Liu Liu Ming Yang Lubomir D. Bourdev MQ 179 1,171 0 18 Dec 2014