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Giacomo Indiveri

Institute of Neuroinformatics, University of Zurich and ETH Zurich

A Spiking Neural Network (SNN) for detecting High Frequency Oscillations (HFOs) in the intraoperative ECoG

Nov 17, 2020
Karla Burelo, Mohammadali Sharifshazileh, Niklaus Krayenbühl, Georgia Ramantani, Giacomo Indiveri, Johannes Sarnthein

* 11 pages, 3 figures, 2 tables. The results of this publication were obtained by simulating our hardware platform, built for online processing of biological signals. This hardware combines neural recording headstages with a multi-core neuromorphic processor arxiv.org/abs/2009.11245 
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Implementing efficient balanced networks with mixed-signal spike-based learning circuits

Oct 27, 2020
Julian Büchel, Jonathan Kakon, Michel Perez, Giacomo Indiveri

* 5 pages, 6 figures. Submitted to IEEE International Symposium on Circuits and Systems 2021 
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An electronic neuromorphic system for real-time detection of High Frequency Oscillations (HFOs) in intracranial EEG

Sep 23, 2020
Mohammadali Sharifhazileh, Karla Burelo, Johannes Sarnthein, Giacomo Indiveri

* 16 pages. A short video describing the rationale underlying the study can be viewed on https://youtu.be/NuAA91fdmaM 
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Closed-loop spiking control on a neuromorphic processor implemented on the iCub

Sep 01, 2020
Jingyue Zhao, Nicoletta Risi, Marco Monforte, Chiara Bartolozzi, Giacomo Indiveri, Elisa Donati


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Visual Pattern Recognition with on On-chip Learning: towards a Fully Neuromorphic Approach

Aug 08, 2020
Sandro Baumgartner, Alpha Renner, Raphaela Kreiser, Dongchen Liang, Giacomo Indiveri, Yulia Sandamirskaya

* 5 pages. Accepted to ISCAS 2020 conference 
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Ultra-Low-Power FDSOI Neural Circuits for Extreme-Edge Neuromorphic Intelligence

Jul 14, 2020
Arianna Rubino, Can Livanelioglu, Ning Qiao, Melika Payvand, Giacomo Indiveri

* 11 pages, 9 figures, TCAS submission 
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Hardware Implementation of Deep Network Accelerators Towards Healthcare and Biomedical Applications

Jul 11, 2020
Mostafa Rahimi Azghadi, Corey Lammie, Jason K. Eshraghian, Melika Payvand, Elisa Donati, Bernabe Linares-Barranco, Giacomo Indiveri

* Submitted to IEEE Transactions on Biomedical Circuits and Systems (21 pages, 10 figures, 5 tables) 
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A recipe for creating ideal hybrid memristive-CMOS neuromorphic computing systems

Dec 11, 2019
Elisabetta Chicca, Giacomo Indiveri


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Real-time ultra-low power ECG anomaly detection using an event-driven neuromorphic processor

Nov 13, 2019
Felix Christian Bauer, Dylan Richard Muir, Giacomo Indiveri


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Parameter Optimization and Learning in a Spiking Neural Network for UAV Obstacle Avoidance targeting Neuromorphic Processors

Oct 17, 2019
Llewyn Salt, David Howard, Giacomo Indiveri, Yulia Sandamirskaya


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Mapping Spiking Neural Networks to Neuromorphic Hardware

Sep 04, 2019
Adarsha Balaji, Anup Das, Yuefeng Wu, Khanh Huynh, Francesco Dell'Anna, Giacomo Indiveri, Jeffrey L. Krichmar, Nikil Dutt, Siebren Schaafsma, Francky Catthoor

* 14 pages, 14 images, 69 references, Accepted in IEEE Transactions on Very Large Scale Integration (VLSI) Systems 
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A neuromorphic boost to RNNs using low pass filters

May 25, 2019
Manu V Nair, Giacomo Indiveri


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A Spiking Network for Inference of Relations Trained with Neuromorphic Backpropagation

Mar 11, 2019
Johannes C. Thiele, Olivier Bichler, Antoine Dupret, Sergio Solinas, Giacomo Indiveri

* Accepted as a conference paper at IJCNN 2019 
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The importance of space and time in neuromorphic cognitive agents

Feb 26, 2019
Giacomo Indiveri, Yulia Sandamirskaya


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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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ADaPTION: Toolbox and Benchmark for Training Convolutional Neural Networks with Reduced Numerical Precision Weights and Activation

Nov 13, 2017
Moritz B. Milde, Daniel Neil, Alessandro Aimar, Tobi Delbruck, Giacomo Indiveri

* 10 pages, 5 figures 
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A scalable multi-core architecture with heterogeneous memory structures for Dynamic Neuromorphic Asynchronous Processors (DYNAPs)

Aug 16, 2017
Saber Moradi, Ning Qiao, Fabio Stefanini, Giacomo Indiveri

* 17 pages, 14 figures 
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Deep counter networks for asynchronous event-based processing

Nov 02, 2016
Jonathan Binas, Giacomo Indiveri, Michael Pfeiffer


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Precise deep neural network computation on imprecise low-power analog hardware

Jun 23, 2016
Jonathan Binas, Daniel Neil, Giacomo Indiveri, Shih-Chii Liu, Michael Pfeiffer


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Spiking Analog VLSI Neuron Assemblies as Constraint Satisfaction Problem Solvers

Apr 06, 2016
Jonathan Binas, Giacomo Indiveri, Michael Pfeiffer

* Accepted at ISCAS 2016 
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Stochastic Interpretation of Quasi-periodic Event-based Systems

Dec 09, 2015
Hesham Mostafa, Giacomo Indiveri


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Memory and information processing in neuromorphic systems

Jun 10, 2015
Giacomo Indiveri, Shih-Chii Liu

* Proceedings of the IEEE, Vol 13, No. 8, (2015), pg. 1379 - 1397 
 * Submitted to Proceedings of IEEE, review of recently proposed neuromorphic computing platforms and systems 
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Rounding Methods for Neural Networks with Low Resolution Synaptic Weights

Apr 22, 2015
Lorenz K. Muller, Giacomo Indiveri


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