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Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning

Aug 08, 2018
Georgios Detorakis, Sadique Sheik, Charles Augustine, Somnath Paul, Bruno U. Pedroni, Nikil Dutt, Jeffrey Krichmar, Gert Cauwenberghs, Emre Neftci

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Large-Scale Neuromorphic Spiking Array Processors: A quest to mimic the brain

May 23, 2018
Chetan Singh Thakur, Jamal Molin, Gert Cauwenberghs, Giacomo Indiveri, Kundan Kumar, Ning Qiao, Johannes Schemmel, Runchun Wang, Elisabetta Chicca, Jennifer Olson Hasler, Jae-sun Seo, Shimeng Yu, Yu Cao, André van Schaik, Ralph Etienne-Cummings

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A learning framework for winner-take-all networks with stochastic synapses

Feb 05, 2018
Hesham Mostafa, Gert Cauwenberghs

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Deep supervised learning using local errors

Nov 17, 2017
Hesham Mostafa, Vishwajith Ramesh, Gert Cauwenberghs

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Hardware-efficient on-line learning through pipelined truncated-error backpropagation in binary-state networks

Aug 16, 2017
Hesham Mostafa, Bruno Pedroni, Sadique Sheik, Gert Cauwenberghs

* Now also consider 0/1 binary activations. Memory access statistics reported 

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Membrane-Dependent Neuromorphic Learning Rule for Unsupervised Spike Pattern Detection

Jan 05, 2017
Sadique Sheik, Somnath Paul, Charles Augustine, Gert Cauwenberghs

* Published in IEEE BioCAS 2016 Proceedings, BioMedical Circuits and Systems Conference, 2016 

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Stochastic Synapses Enable Efficient Brain-Inspired Learning Machines

Dec 15, 2016
Emre O. Neftci, Bruno U. Pedroni, Siddharth Joshi, Maruan Al-Shedivat, Gert Cauwenberghs

* Frontiers in Neuroscience 10 (2016): 241 

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Training a Probabilistic Graphical Model with Resistive Switching Electronic Synapses

Oct 10, 2016
S. Burc Eryilmaz, Emre Neftci, Siddharth Joshi, SangBum Kim, Matthew BrightSky, Hsiang-Lan Lung, Chung Lam, Gert Cauwenberghs, H. -S. Philip Wong

* Accepted for publication in IEEE Transactions on Electron Devices. This version is the submitted version 

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Forward Table-Based Presynaptic Event-Triggered Spike-Timing-Dependent Plasticity

Jul 24, 2016
Bruno U. Pedroni, Sadique Sheik, Siddharth Joshi, Georgios Detorakis, Somnath Paul, Charles Augustine, Emre Neftci, Gert Cauwenberghs

* Submitted to BioCAS 2016 

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Mapping Generative Models onto a Network of Digital Spiking Neurons

Oct 09, 2015
Bruno U. Pedroni, Srinjoy Das, John V. Arthur, Paul A. Merolla, Bryan L. Jackson, Dharmendra S. Modha, Kenneth Kreutz-Delgado, Gert Cauwenberghs

* A similar version of this manuscript has been submitted to IEEE TBioCAS for revision in October 2015 

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Learning Non-deterministic Representations with Energy-based Ensembles

Apr 22, 2015
Maruan Al-Shedivat, Emre Neftci, Gert Cauwenberghs

* 9 pages, 3 figures, ICLR-15 workshop contribution 

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Gibbs Sampling with Low-Power Spiking Digital Neurons

Mar 27, 2015
Srinjoy Das, Bruno Umbria Pedroni, Paul Merolla, John Arthur, Andrew S. Cassidy, Bryan L. Jackson, Dharmendra Modha, Gert Cauwenberghs, Ken Kreutz-Delgado

* Accepted at ISCAS 2015 

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Event-Driven Contrastive Divergence for Spiking Neuromorphic Systems

Dec 09, 2013
Emre Neftci, Srinjoy Das, Bruno Pedroni, Kenneth Kreutz-Delgado, Gert Cauwenberghs

* (Under review) 

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