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Gert Cauwenberghs

University of California San Diego

Edge AI without Compromise: Efficient, Versatile and Accurate Neurocomputing in Resistive Random-Access Memory


Aug 17, 2021
Weier Wan, Rajkumar Kubendran, Clemens Schaefer, S. Burc Eryilmaz, Wenqiang Zhang, Dabin Wu, Stephen Deiss, Priyanka Raina, He Qian, Bin Gao, Siddharth Joshi, Huaqiang Wu, H. -S. Philip Wong, Gert Cauwenberghs

* 34 pages, 14 figures, 1 table 

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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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