Stochastic Synapses Enable Efficient Brain-Inspired Learning Machines

Stochastic Synapses Enable Efficient Brain-Inspired Learning Machines

14 November 2015

Bruno U. Pedroni

Siddharth Joshi

Maruan Al-Shedivat

Gert Cauwenberghs

Papers citing "Stochastic Synapses Enable Efficient Brain-Inspired Learning Machines"

12 / 12 papers shown

Title
Pursing the Sparse Limitation of Spiking Deep Learning Structures Hao-Ran Cheng Jiahang Cao Erjia Xiao Mengshu Sun Le Yang Jize Zhang Xue Lin B. Kailkhura Kaidi Xu Renjing Xu 16 1 0 18 Nov 2023
Machine learning using magnetic stochastic synapses Matthew O. A. Ellis A. Welbourne Stephan J. Kyle P. Fry D. Allwood T. Hayward Eleni Vasilaki 14 5 0 03 Mar 2023
Workload-Balanced Pruning for Sparse Spiking Neural Networks Ruokai Yin Youngeun Kim Yuhang Li Abhishek Moitra Nitin Satpute Anna Hambitzer Priyadarshini Panda 37 19 0 13 Feb 2023
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 32 46 0 04 Jul 2022
Neural Sampling Machine with Stochastic Synapse allows Brain-like Learning and Inference S. Dutta Georgios Detorakis A. Khanna B. Grisafe Emre Neftci S. Datta BDL 27 44 0 20 Feb 2021
Spiking Neural Networks Hardware Implementations and Challenges: a Survey Maxence Bouvier A. Valentian T. Mesquida F. Rummens M. Reyboz Elisa Vianello E. Beigné 56 113 0 04 May 2020
Fast and energy-efficient neuromorphic deep learning with first-spike times Julian Goltz Laura Kriener A. Baumbach Sebastian Billaudelle O. Breitwieser ... Á. F. Kungl Walter Senn Johannes Schemmel K. Meier Mihai A. Petrovici 35 126 0 24 Dec 2019
A recipe for creating ideal hybrid memristive-CMOS neuromorphic computing systems Elisabetta Chicca Giacomo Indiveri 35 66 0 11 Dec 2019
Large-Scale Neuromorphic Spiking Array Processors: A quest to mimic the brain Chetan Singh Thakur J. Molin Gert Cauwenberghs Giacomo Indiveri Kundan Kumar ... Jae-sun Seo Shimeng Yu Yu Cao André van Schaik R. Etienne-Cummings 34 235 0 23 May 2018
Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning Georgios Detorakis Sadique Sheik C. Augustine Somnath Paul Bruno U. Pedroni N. Dutt J. Krichmar Gert Cauwenberghs Emre Neftci 33 29 0 29 Sep 2017
A Survey of Neuromorphic Computing and Neural Networks in Hardware Catherine D. Schuman T. Potok Robert M. Patton J. Birdwell Mark E. Dean Garrett S. Rose J. Plank 22 687 0 19 May 2017
Stochastic single flux quantum neuromorphic computing using magnetically tunable Josephson junctions S. Russek C. Donnelly M. L. Schneider B. Baek M. Pufall W. Rippard P. Hopkins P. Dresselhaus S. Benz 11 26 0 12 Nov 2016