Giacomo Indiveri

Position:	Professor
Email:	giacomo@ini.uzh.ch
Work phone:	+41 44 635 3024
Home page:	https://www.ini.uzh.ch/en/research/groups/ncs.html
Location:	55g54

I am engineer by training, but have always been interested also in physics, computer science, and neuroscience. I combine these disciplines by studying real and artificial neural processing systems, and by building hardware neuromorphic cognitive systems, using full custom analog and digital VLSI technology.

Main Projects

Neuromorphic Cognitive Systems

Sub-Projects

Spin-Off Companies

iniForum

SynSense (aiCTX)

Teaching

227-0085-09 Projects & Seminars: Spiking Neural Network on Neuromorphic processors

IDB 402 Systems, Computation and Neural Technology

INI-401, 227-1037-00 Introduction to Neuroinformatics

INI-404, 227-1033-00 Neuromorphic Engineering I

INI-405, 227-1032-00 Neuromorphic Engineering II

INI-434, 227-1049-00 Block: Insights Into Neuroinformatics

INI-502, 227-1039-00 Basics of instrumentation, measurement and analysis

INI-508, 227-1048-00 Neuromorphic Intelligence

Publications

2025

Madison Cotteret, Hugh Greatorex, Alpha Renner, Junren Chen, Emre Neftci, Huaqiang Wu, Giacomo Indiveri, Martin Ziegler and Elisabetta Chicca Distributed Representations Enable Robust Multi-Timescale Computation in Neuromorphic Hardware, Neuromorphic Computing and Engineering, 2025

2024

Alessio Carpegna, Chiara De Luca, Federico Emanuele Pozzi, Alessandro Savino, Stefano Di Carlo, Giacomo Indiveri, Elisa Donati Neuromorphic Heart Rate Monitors: Neural State Machines for Monotonic Change Detection, 2024 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2024
Ayuso‐Martinez, Alvaro and Casanueva‐Morato, Daniel and Dominguez‐Morales, Juan P. and Indiveri, Giacomo and Jimenez‐Fernandez, Angel and Jimenez‐Moreno, Gabriel Analog Implementation of a Spiking System for Performing Arithmetic Logic Operations on Mixed‐Signal Neuromorphic Processors, Advanced Intelligent Systems, 2024
Baracat, Farah and Mazzoni, Alberto and Micera, Silvestro and Indiveri, Giacomo and Donati, Elisa Decoding gestures from intraneural recordings of a transradial amputee using event-based processing, 2024
Bartels, Jim and Gallou, Olympia and Ito, Hiroyuki and Cook, Matthew and Sarnthein, Johannes and Indiveri, Giacomo and Ghosh, Saptarshi Encoding seizures with partial synchronization: A spiking neural network for biosignal monitoring on a mixed signal neuromorphic processor, bioRxiv, 2024
Blakowski, Ingo and Zendrikov, Dmitrii and Capone, Cristiano and Indiveri, Giacomo Neuromorphic dreaming: A pathway to efficient learning in artificial agents, ArXiv, 2024
Boccato, Tommaso and Zendrikov, Dmitrii and Toschi, Nicola and Indiveri, Giacomo Genetic Motifs as a Blueprint for Mismatch-Tolerant Neuromorphic Computing, ArXiv, 2024
Boeshertz, Gauthier and Indiveri, Giacomo and Nair, Manu and Renner, Alpha Accurate Mapping of RNNs on Neuromorphic Hardware with Adaptive Spiking Neurons, 2024 International Conference on Neuromorphic Systems (ICONS) 376-380, 2024
Carpegna, Alessio and De Luca, Chiara and Emanuele Pozzi, Federico and Savino, Alessandro and Di Carlo, Stefano and Indiveri, Giacomo and Donati, Elisa Neuromorphic Heart Rate Monitors: Neural State Machines for Monotonic Change Detection, ArXiv, 2024
Cartiglia, Matteo and Costa, Filippo and Narayanan, Shyam and Bui, Cat-Vu H. and Ulusan, Hasan and Risi, Nicoletta and Haessig, Germain and Hierlemann, Andreas and Cardes, Fernando and Indiveri, Giacomo A 4096 channel event-based multielectrode array with asynchronous outputs compatible with neuromorphic processors, Nature Communications, 2024
Casanueva-Morato, Daniel and Ayuso-Martinez, Alvaro and Indiveri, Giacomo and Dominguez-Morales, J P and Jimenez-Moreno, Gabriel A bio-inspired hardware implementation of an analog spike-based hippocampus memory model, 2024
Casanueva‐Morato, Daniel and Ayuso‐Martinez, Alvaro and Indiveri, Giacomo and Dominguez‐Morales, Juan P. and Jimenez‐Moreno, Gabriel Analog Sequential Hippocampal Memory Model for Trajectory Learning and Recalling: A Robustness Analysis Overview, Advanced Intelligent Systems, 2024
Costa, Filippo and Schaft, Eline V. and Huiskamp, Geertjan and Aarnoutse, Erik J. and van’t Klooster, Maryse A. and Krayenbühl, Niklaus and Ramantani, Georgia and Zijlmans, Maeike and Indiveri, Giacomo and Sarnthein, Johannes Robust compression and detection of epileptiform patterns in ECoG using a real-time spiking neural network hardware framework, Nature Communications, 2024
Cotteret, Madison and Greatorex, Hugh and Renner, Alpha and Chen, Junren and Neftci, Emre and Wu, Huaqiang and Indiveri, Giacomo and Ziegler, Martin and Chicca, Elisabetta Distributed Representations Enable Robust Multi-Timescale Symbolic Computation in Neuromorphic Hardware, ArXiv, 2024
Dalgaty, Thomas and Moro, Filippo and Demirağ, Yiğit and De Pra, Alessio and Indiveri, Giacomo and Vianello, Elisa and Payvand, Melika Mosaic: in-memory computing and routing for small-world spike-based neuromorphic systems, Nature Communications, 2024
F Baracat, M Zanghieri, L Benini, D Farina, G Indiveri, S Benatti, E Donati Leveraging motor unit spatial activation patterns for channel selection in finger force regression, 2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2024
Forbes, Ian and Indiveri, Giacomo Neuromorphic computing and engineering’s coming of age, Neuromorphic Computing and Engineering 030202, 2024
Gallou, Olympia and Bartels, Jim and Ghosh, Saptarshi and Schindler, Kaspar and Sarnthein, Johannes and Indiveri, Giacomo Online Epileptic Seizure Detection in Long-term iEEG Recordings Using Mixed-signal Neuromorphic Circuits, medRxiv, 2024
Greatorex, Hugh and Richter, Ole and Mastella, Michele and Cotteret, Madison and Klein, Philipp and Fabre, Maxime and Rubino, Arianna and Soares Girão, Willian and Chen, Junren and Ziegler, Martin and Bégon-Lours, Laura and Indiveri, Giacomo and Chicca, Elisabetta TEXEL: A neuromorphic processor with on-chip learning for beyond-CMOS
device integration, ArXiv, 2024
Grison, Agnese and Ibanez Pereda, Jaime and Muceli, Silvia and Kundu, Aritra and Baracat, Farah and Indiveri, Giacomo and Donati, Elisa and Farina, Dario Intramuscular High-Density Micro-Electrode Arrays Enable High-Precision
Decoding and Mapping of Spinal Motor Neurons to Reveal Hand Control, ArXiv, 2024
Junren Chen, Giacomo Indiveri Scaling Effects of Transistor Leakage Current and IR Drop on 1T1R Memory Arrays, arXiv, 2024
Junren Chen, Kanishkan Vadivel, Dawit Abdi, Priya Venugopal, Refik Bilgic, Giacomo Indiveri, Fernando Garcia Redondo, Dwaipayan Biswas Scaling NVMs in Event-Driven Architectures for Edge Inference, 2024 20th IEEE Asia Pacific Conference on Circuits and Systems (APCCAS), 2024
Lars Graf, Zhe Su, Giacomo Indiveri EchoSpike Predictive Plasticity: An Online Local Learning Rule for Spiking Neural Networks, arXiv:2405.13976, 2024
Linares-Barranco, Alejandro and Prono, Luciano and Lengenstein, Robert and Indiveri, Giacomo and Frenkel, Charlotte Adaptive Robotic Arm Control with a Spiking Recurrent Neural Network on a Digital Accelerator, ArXiv, 2024
Maher, Olivier and Jiménez, Manuel and Delacour, Corentin and Harnack, Nele and Núñez, Juan and Avedillo, María J. and Linares-Barranco, Bernabé and Todri-Sanial, Aida and Indiveri, Giacomo and Karg, Siegfried A CMOS-compatible oscillation-based VO2 Ising machine solver, Nature Communications, 2024
M. Quintana, Fernando and Maryada, and L. Galindo, Pedro and Donati, Elisa and Indiveri, Giacomo and Perez-Peña, Fernando A Realistic Simulation Framework for Analog/Digital Neuromorphic Architectures, ArXiv, 2024
Ole Richter, Chenxi Wu, Adrian M Whatley, German Köstinger, Carsten Nielsen, Ning Qiao, Giacomo Indiveri DYNAP-SE2: a scalable multi-core dynamic neuromorphic asynchronous spiking neural network processor, Neuromorphic Computing and Engineering, 4:(1) 014003, 2024 ad1cd7.pdf
Parrilla, L and Filippini, M and Zendrikov, D and Fattori, P and Indiveri, G Spike-based computational primitives to reproduce neural dynamics in the parietal cortex during motor preparation, Neuromorphic Computing and Engineering 044003, 2024
Ramirez, Hector and Donati, Elisa and Behrens, Wolfger von der and Indiveri, Giacomo and Valle, Giacomo and ̈ıfoudine, Natacha Vanattou-Sa A physical emulation of somatosensory cortex as a Neuromorphic Twin for neural prostheses, 2024
Renner, Alpha and Supic, Lazar and Danielescu, Andreea and Indiveri, Giacomo and Frady, E. Paxon and Sommer, Friedrich T. and Sandamirskaya, Yulia Visual odometry with neuromorphic resonator networks, Nature Machine Intelligence 653-663, 2024
Renner, Alpha and Supic, Lazar and Danielescu, Andreea and Indiveri, Giacomo and Olshausen, Bruno A. and Sandamirskaya, Yulia and Sommer, Friedrich T. and Frady, E. Paxon Neuromorphic visual scene understanding with resonator networks, Nature Machine Intelligence 641-652, 2024
Schürmann, Lioba and D'Angelo, Giulia and Indiveri, Giacomo and Bartolozzi, Chiara and Grayver, Liat A neuromorphic electronic artist for robotic painting, 2024
Simone DAgostino, Filippo Moro, Tristan Torchet, Yigit Demirag, Laurent Grenouillet, Giacomo Indiveri, Elisa Vianello, Melika Payvand DenRAM: Neuromorphic Dendritic Architecture with RRAM for Efficient Temporal Processing with Delays, Neture Communications, 2024
Stewart, Terrence C and Schuman, Catherine and Sandamirskaya, Yulia and Furber, Steve and Indiveri, Giacomo Focus on benchmarks for neuromorphic computing, Neuromorphic Computing and Engineering 040202, 2024
Zhe Su, Aron Bencsik, Giacomo Indiveri, Davide Bertozzi An Efficient Multicast Addressing Encoding Scheme for Multi-Core Neuromorphic Processors, arXiv, 2024
Zhe Su, Simone Ramini, Demetra Coffen Marcolin, Alessandro Veronesi, Milos Krstic, Giacomo Indiveri, Davide Bertozzi and Steven M. Nowick An Ultra-Low Cost and Multicast-Enabled Asynchronous NoC for Neuromorphic Edge Computing, IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2024

2023

Ana Lebanov, Mauricio Velazquez Lopez, Florian De Roose, Nikolas P Papadopoulos, Giacomo Indiveri, Arianna Rubino, Melika Payvand, Steve Smout, Myriam Willegems, Francky Catthoor, Jan Genoe, Paul Heremans, Kris Myny Flexible Unipolar IGZO Transistor-Based Integrate and Fire Neurons for Spiking Neuromorphic Applications, IEEE Transactions on Biomedical Circuits and Systems, 2023
Arianna Rubino, Matteo Cartiglia, Melika Payvand, Giacomo Indiveri Neuromorphic analog circuits for robust on-chip always-on learning in spiking neural networks, 2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2023
Boretti, Chiara and Prono, Luciano and Frenkel, Charlotte and Indiveri, Giacomo and Pareschi, Fabio and Mangia, Mauro and Rovatti, Riccardo and Setti, Gianluca Event-based Classification with Recurrent Spiking Neural Networks on Low-end Micro-Controller Units, 2023 IEEE International Symposium on Circuits and Systems (ISCAS), 2023
Carsten Nielsen; Zhe Su; Giacomo Indiveri Yak: An Asynchronous Bundled Data Pipeline Description Language, 2023 28th IEEE International Symposium on Asynchronous Circuits and Systems (ASYNC), 2023
Cartiglia, Matteo and Costa, Filippo and Narayanan, Shyam and Bui, Cat-Vu and Ulusan, Hasan and Risi, Nicoletta and Haessig, Germain and Hierlemann, Andreas and Cardes, Fernando and Indiveri, Giacomo A 4096 channel event-based multielectrode array with
asynchronous outputs compatible with neuromorphic
processors, Research Square (preprint), 2023
Chao Han, Gwendolyn English, Hannes P. Saal, Giacomo Indiveri, Aditya Gilra, Wolfger von der Behrens*, Eleni Vasilaki* Modelling novelty detection in the thalamocortical loop, PloS Computational Biology, 19:(5), 2023
Costa, Filippo and Schaft, Eline and Huiskamp, Geertjan and Aarnoutse, Erik and Klooster, Maryse van ’t and Krayenbühl, Niklaus and Ramantani, Georgia and Zijlmans, Maeike and Indiveri, Giacomo and Sarnthein, Johannes Robust compression and detection of epileptiform patterns in ECoG using a real-time spiking neural network hardware framework, Research Square (preprint), 2023
Demirag, Yigit and Dittmann, Regina and Indiveri, Giacomo and Neftci, Emre Overcoming phase-change material non-idealities by meta-learning for adaptation on the edge, Proceedings of the Neuromorphic Materials, Devices, Circuits and Systems, 2023
Donati, Elisa and Benatti, Simone and Ceolini, Enea and Indiveri, Giacomo Long-Term Stable Electromyography Classification Using Canonical Correlation Analysis, 2023 11th International IEEE/EMBS Conference on Neural Engineering (NER), 2023
Donati, Elisa and Indiveri, Giacomo Neuromorphic bioelectronic medicine for nervous system interfaces: from neural computational primitives to medical applications, Progress in Biomedical Engineering 013002, 2023
D. Zendrikov, S. Solinas, G. Indiveri Brain-inspired methods for achieving robust computation in heterogeneous mixed-signal neuromorphic processing systems, Neuromorphic Computing and Engineering, 3:(3) 034002, 2023
Elisa Donati, Giacomo Indiveri Neuromorphic bioelectronic medicine for nervous system interfaces: from neural computational primitives to medical applications, Progress in Biomedical Engineering, 2023
Frenkel, Charlotte and Bol, David and Indiveri, Giacomo Bottom-Up and Top-Down Approaches for the Design of Neuromorphic Processing Systems: Tradeoffs and Synergies Between Natural and Artificial Intelligence, Proceedings of the IEEE 623-652, 2023
Han, Chao and English, Gwendolyn and Saal, Hannes P. and Indiveri, Giacomo and Gilra, Aditya and von der Behrens, Wolfger and Vasilaki, Eleni Modelling novelty detection in the thalamocortical loop, PLOS Computational Biology e1009616, 2023
Junren Chen, Siyao Yang, Huaqiang Wu, Giacomo Indiveri, Melika Payvand Scaling Limits of Memristor-Based Routers for Asynchronous Neuromorphic Systems, IEEE Transactions on Circuits and Systems II: Express Briefs, 2023
Lyes Khacef, Philipp Klein, Matteo Cartiglia, Arianna Rubino, Giacomo Indiveri, Elisabetta Chicca Spike-based local synaptic plasticity: A survey of computational models and neuromorphic circuits, Neuromorphic Computing and Engineering, 3:(4), 2023
Maryada, and Soldado-Magraner, Saray and Sorbaro, Martino and Laje, Rodrigo and Buonomano, Dean V. and Indiveri, Giacomo Stable recurrent dynamics in heterogeneous neuromorphic computing systems using excitatory and inhibitory plasticity, 2023
Maryada, Maryada and Soldado-Magraner, Saray and Sorbaro, Martino and Laje, Rodrigo and Buonomano, Dean and Indiveri, Giacomo Orchestrated excitatory and inhibitory plasticity produces stable dynamics in heterogeneous neuromorphic computing systems, Research Square (preprint), 2023
Melika Payvand, Simone D’Agostino, Filippo Moro, Yigit Demirag, Giacomo Indiveri, Elisa Vianello Dendritic Computation through Exploiting Resistive Memory as both Delays and Weights, Proceedings of the 2023 International Conference on Neuromorphic Systems, 2023
Rachel Sava, Elisa Donati, Giacomo Indiveri Feed-forward and recurrent inhibition for compressing and classifying high dynamic range biosignals in spiking neural network architectures, 2023 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2023
Sabatini, Silvio P. and Baruzzi, Valentina and Indiveri, Giacomo Recurrent models of orientation selectivity enable robust early-vision processing in mixed-signal neuromorphic hardware, Research Square (preprint), 2023
Sharifshazileh, Mohammadali and Indiveri, Giacomo An Adaptive Event-based Data Converter for Always-on Biomedical Applications at the Edge, 2023 IEEE International Symposium on Circuits and Systems (ISCAS), 2023
Shyam Narayanan, Matteo Cartiglia, Arianna Rubino, Charles Lego, Charlotte Frenkel, Giacomo Indiveri SPAIC: A sub-μW/Channel, 16-Channel General-Purpose Event-Based Analog Front-End with Dual-Mode Encoders, IEEE BioCAS Conference 2023, 2023
Zhao, Jingyue and Monforte, Marco and Indiveri, Giacomo and Bartolozzi, Chiara and Donati, Elisa Learning inverse kinematics using neural computational primitives on neuromorphic hardware, npj Robotics, 2023
Zhe Su, Hyunjung Hwang, Tristan Torchet, Giacomo Indiveri Core interface optimization for multi-core neuromorphic processors, 2023 28th IEEE International Symposium on Asynchronous Circuits and Systems (ASYNC), 2023

2022

Alpha Renner, Giacomo Indiveri, Lazar Supic, Andreea Danielescu, Bruno Olshausen, Friedrich Sommer, Yulia Sandamirskaya, Edward Paxon Frady Neuromorphic Visual Scene Understanding with Resonator Networks (in brief), NeurIPS 2022 Workshop on Symmetry and Geometry in Neural Representations, 2022
Alpha Renner, Lazar Supic, Andreea Danielescu, Giacomo Indiveri, Bruno A. Olshausen, Yulia Sandamirskaya, Friedrich T. Sommer, E. Paxon Frady Neuromorphic Visual Scene Understanding with Resonator Networks, arXiv preprint arXiv:2208.12880, 2022
Alpha Renner, Lazar Supic, Andreea Danielescu, Giacomo Indiveri, Friedrich T. Sommer, E. Paxon Frady, Yulia Sandamirskaya Neuromorphic Visual Odometry with Resonator Networks, arXiv preprint arXiv:2209.02000, 2022
Bartolozzi, Chiara, Giacomo Indiveri, and Elisa Donati Embodied neuromorphic intelligence, Nature communications, 13:(1) 1-14, 2022
Charlotte Frenkel, and Giacomo Indiveri ReckOn: A 28nm Sub-mm² Task-Agnostic Spiking Recurrent Neural Network Processor Enabling On-Chip Learning over Second-Long Timescales, IEEE International Solid-State Circuits Conference (ISSCC), 2022
Dennis V Christensen, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano, Carlo Ricciardi, Shi-Jun Liang, Feng Miao, Mario Lanza, Tyler J Quill, Scott T Keene, Alberto Salleo, Julie Grollier, Danijela Marković, Alice Mizrahi, Peng Yao, J Joshua Yang, Giacomo Indiveri, John Paul Strachan, Suman Datta, Elisa Vianello, Alexandre Valentian, Johannes Feldmann, Xuan Li, Wolfram HP Pernice, Harish Bhaskaran, Emre Neftci, Srikanth Ramaswamy, Jonathan Tapson, Franz Scherr, Wolfgang Maass, Priyadarshini Panda, Youngeun Kim, Gouhei Tanaka, Simon Thorpe, Chiara Bartolozzi, Thomas A Cleland, Christoph Posch, Shih-Chii Liu, Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin, Elisa Donati, Silvia Tolu, Roberto Galeazzi, Martin Ejsing Christensen, Sune Holm, Daniele Ielmini, N Pryds 2022 roadmap on neuromorphic computing and engineering, Neuromorphic Computing and Engineering, 2022
Filippo Moro; E. Esmanhotto; T. Hirtzlin; N. Castellani; A. Trabelsi; T. Dalgaty; G. Molas; F. Andrieu; S. Brivio; S. Spiga; G. Indiveri; M. Payand; E. Vianello Hardware calibrated learning to compensate heterogeneity in analog RRAM-based Spiking Neural Networks, IEEE International Symposium on Circuits and Systems, 2022
Filippo Moro, Emmanuel Hardy, Bruno Fain, Thomas Dalgaty, Paul Clémençon, Alessio De Prà, Eduardo Esmanhotto, Niccolò Castellani, François Blard, François Gardien, Thomas Mesquida, François Rummens, David Esseni, Jérôme Casas, Giacomo Indiveri, Melika Payvand & Elisa Vianello Neuromorphic object localization using resistive memories and ultrasonic transducers, Nature Communications, 13:(95), 2022
Gerber, Stefan, Marc Steiner, Giacomo Indiveri, and Elisa Donati Neuromorphic implementation of ECG anomaly detection using delay chains, 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 369-373, 2022
Hajar Asgari, Nicoletta Risi, Giacomo Indiveri FPGA Implementation of An Event-driven Saliency-based Selective Attention Model, 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS) 2163-4025 , 2022
Hosseini, Mohammad Javad Mirshojaeian, Yi Yang, Aidan J. Prendergast, Elisa Donati, Miad Faezipour, Giacomo Indiveri, and Robert A. Nawrocki An organic synaptic circuit: toward flexible and biocompatible organic neuromorphic processing, Neuromorphic Computing and Engineering , 2:(3), 2022
Junren Chen, Chenxi Wu, Giacomo Indiveri, Melika Payvand Reliability Analysis of Memristor Crossbar Routers: Collisions and On/off Ratio Requirement, 2022 29th IEEE International Conference on Electronics, Circuits and Systems (ICECS), 2022 pdf
Karla Burelo, Georgia Ramantani, Giacomo Indiveri and Johannes Sarnthein A Neuromorphic Spiking Neural Network Detects Epileptic High Frequency Oscillations in the Scalp EEG., Scientific Reports, 12:(1798), 2022 pdf
Matteo Cartiglia, Arianna Rubino, Shyam Narayanan, Charlotte Frenkel, Germain Haessig, Giacomo Indiveri, Melika Payvand Stochastic dendrites enable online learning in mixed-signal neuromorphic processing systems, 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 2022
Melika Payvand, Filippo Moro, Kumiko Nomura, Thomas Dalgaty, Elisa Vianello, Yoshifumi Nishi, Giacomo Indiveri Self-organization of an inhomogeneous memristive hardware for sequence learning, Nature Communications, 13:(5793), 2022
Renate Krause, Matthew Cook, Sepp Kollmorgen, Valerio Mante, Giacomo Indiveri Operative dimensions in unconstrained connectivity of recurrent neural networks, Conference on neural information processing systems (NeurIPS22), 2022
Rohit Abraham John, Yiğit Demirağ, Yevhen Shynkarenko, Yuliia Berezovska, Natacha Ohannessian, Melika Payvand, Peng Zeng, Maryna I. Bodnarchuk, Frank Krumeich, Gökhan Kara, Ivan Shorubalko, Manu V. Nair, Graham A. Cooke, Thomas Lippert, Giacomo Indiveri & Maksym V. Kovalenko Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing, Nature Communications(13), 2022
Shyam Narayanan; Erika Covi; Viktor Havel; Charlotte Frenkel; Suzanne Lancaster; Quang Duong; Stefan Slesazeck; Thomas Mikolajick; Melika Payvand; Giacomo Indiveri A 120dB Programmable-Range On-Chip Pulse Generator for Characterizing Ferroelectric Devices, IEEE International Symposium on Circuits and Systems, 2022
Thomas Bohnstingl; Anja Šurina; Maxime Fabre; Yiğit Demirağ; Charlotte Frenkel; Melika Payvand; Giacomo Indiveri; Angeliki Pantazi Biologically-inspired training of spiking recurrent neural networks with neuromorphic hardware, IEEE Artificial Intelligence Circuits and Systems , 2022
Vanessa Rodrigues Coelho Leite, Zhe Su, Adrian M. Whatley, Giacomo Indiveri Cortical-Inspired Placement and Routing: Minimizing the Memory Resources in Multi-Core Neuromorphic Processors, BioCAS, 2022

2021

Buchel, Julian and Kakon, Jonathan and Perez, Michel and Indiveri, Giacomo Implementing Efficient Balanced Networks with Mixed-Signal Spike-Based Learning Circuits, 2021 IEEE International Symposium on Circuits and Systems (ISCAS), 2021
Burelo, Karla and Ramantani, Georgia and Indiveri, Giacomo and Sarnthein, Johannes A Neuromorphic Spiking Neural Network Detects Epileptic High Frequency Oscillations in the Scalp EEG, 2021
C Han, G English, HP Saal, G Indiveri, A Gilra, W von der Behrens, E Vasilaki Modelling novelty detection in the thalamocortical loop, bioRxiv 1-29, 2021
Charlotte Frenkel, David Bol, and Giacomo Indiveri Bottom-Up and Top-Down Neural Processing Systems Design: Neuromorphic Intelligence as the Convergence of Natural and Artificial Intelligence, arXiv preprint arXiv:2106.01288, 2021 pdf
Dennler, Nik and Haessig, Germain and Cartiglia, Matteo and Indiveri, Giacomo Online Detection of Vibration Anomalies Using Balanced Spiking Neural Networks, 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems (AICAS) 1-4, 2021
Elisa Donati, Giacomo Indiveri Silicon neuron with programmable ion channel kinematics for bioelectronic applications, 2021 IEEE Biomedical Circuits and Systems Conference (BioCAS), 2021
Elisa Donati, Renate Krause, and Giacomo Indiveri Neuromorphic Pattern Generation Circuits for Bioelectronic Medicine, 10th International IEEE/EMBS Conference on Neural Engineering (NER), 2021
Indiveri, Giacomo Introducing ‘Neuromorphic Computing and Engineering’, Neuromorphic Computing and Engineering 010401, 2021
Julian Büchel, Dmitrii Zendrikov, Sergio Solinas, Giacomo Indiveri, Dylan R. Muir Supervised training of spiking neural networks for robust deployment on mixed-signal neuromorphic processors, Scientific Reports, 11:(23376), 2021
Jürgensen, Anna-Maria and Khalili, Afshin and Chicca, Elisabetta and Indiveri, Giacomo and Nawrot, Martin Paul A neuromorphic model of olfactory processing and sparse coding in the Drosophila larva brain, Neuromorphic Computing and Engineering 024008, 2021
Karla Burelo, Mohammadali Sharifshazileh, Niklaus Krayenbühl, Georgia Ramantani, Giacomo Indiveri, Johannes Sarnthein A spiking neural network (SNN) for detecting high frequency oscillations (HFOs) in the intraoperative ECoG, Scientific Reports, 11:(1) 1-10, 2021
Melika Payvand, Elisa Donati, Giacomo Indiveri NEUROTECH - A European Community of Experts on Neuromorphic Technologies, Brain-inspired Computing, 2021
Melika Payvand, Filippo Moro, Kumiko Nomura, Thomas Dalgaty, Elisa Vianello, Yoshifumi Nishi, Giacomo Indiveri MEMSORN: Self-organization of an inhomogeneous memristive hardware for sequence learning, Research Square Preprint, 2021
Mohammadali Sharifshazileh*, Karla Burelo*, Johannes Sarnthein, Giacomo Indiveri An electronic neuromorphic system for real-time detection of high frequency oscillations (HFO) in intracranial EEG, Nature Communications, 12:(1) 1-14, 2021
Mohammad Javad Mirshojaeian Hosseini, Elisa Donati, Giacomo Indiveri, Robert A Nawrocki Organic Log‐Domain Integrator Synapse, Advanced Electronic Materials, 2021
Mohammad Javad Mirshojaeian Hosseini, Elisa Donati, Tomoyuki Yokota, Sunghoon Lee, Giacomo Indiveri, Takao Someya, Robert A Nawrocki Organic electronics Axon-Hillock neuromorphic circuit: towards biologically compatible, and physically flexible, integrate-and-fire spiking neural networks, Journal of Physics D: Applied Physics, 54:(10) 104004, 2021
M Ozdas, E Gronskaya, W von der Behrens, G Indiveri Towards on-chip real-time classification of extra-cellular neural recordings, bioRxiv 1-4, 2021
Natacha Vanattou-Saïfoudine, Chao Han, Renate Krause, Eleni Vasilaki, Wolfger von der Behrens & Giacomo Indiveri A robust model of Stimulus-Specific Adaptation validated on neuromorphic hardware, Scientific Reports, 11:(1), 2021
Nicoletta Risi, Enrico Calabrese, Giacomo Indiveri Instantaneous Stereo Depth Estimation of Real-World Stimuli with a Neuromorphic Stereo-Vision Setup, 2021 IEEE International Symposium on Circuits and Systems (ISCAS), 2021
Renate Krause, Joanne J. A. van Bavel, Chenxi Wu, Marc A. Vos, Alain Nogaret & Giacomo Indiveri Robust neuromorphic coupled oscillators for adaptive pacemakers, Scientific Reports, 11:(1), 2021
Thomas Dalgaty, Filippo Moro, Alessio De Pra, Giacomo Indiveri, Elisa Vianello, Melika Payvand The neuromorphic Mosaic: re-configurable in-memory small-world graphs, Research Square Preprint, 2021
Yigit Demirag, Charlotte Frenkel, Melika Payvand, Giacomo Indiveri Online Training of Spiking Recurrent Neural Networks with Phase-Change Memory Synapses, arXiv:2108.01804, 2021
Yigit Demirag, Filippo Moro, Thomas Dalgaty, Gabriele Navarro, Charlotte Frenkel, Giacomo Indiveri, Elisa Vianello, Melika Payvand PCM-Trace: Scalable Synaptic Eligibility Traces with Resistivity Drift of Phase-Change Materials, 2021 IEEE International Symposium on Circuits and Systems (ISCAS), 2021

2020

Arianna Rubino; Can Livanelioglu; Ning Qiao; Melika Payvand; Giacomo Indiveri Ultra-Low-Power FDSOI Neural Circuits for Extreme-Edge Neuromorphic Intelligence, IEEE Transactions on Circuits and Systems I: Regular Papers, Volume: 68:(Issue: 1) 45 - 56, 2020
Baruzzi, Valentina and Indiveri, Giacomo and Sabatini, Silvio Compact Early Vision Signal Analyzers in Neuromorphic Technology, Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2020
Baruzzi, Valentina and Indiveri, Giacomo and Sabatini, Silvio P. Emergence of Gabor-Like Receptive Fields in a Recurrent Network of Mixed-Signal Silicon Neurons, 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020
Cartiglia, M; Haessig, G; Indiveri G An error-propagation spiking neural network compatible with neuromorphic processors, 2020 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2020 pdf
Elisabetta Chicca, Giacomo Indiveri A recipe for creating ideal hybrid memristive-CMOS neuromorphic processing systems, Appl. Phys. Lett. , 116:(120501), 2020 pdf
Haessig, Germain and Milde, Moritz B. and Aceituno, Pau Vilimelis and Oubari, Omar and Knight, James C. and van Schaik, André and Benosman, Ryad B. and Indiveri, Giacomo Event-Based Computation for Touch Localization Based on Precise Spike Timing, Frontiers in Neuroscience, 2020
Jingyue Zhao, Elisa Donati, and Giacomo Indiveri Neuromorphic Implementation of Spiking Relational Neural Network for Motor Control, 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2020
Jingyue Zhao, Nicoletta Risi, Marco Monforte, Chiara Bartolozzi, Giacomo Indiveri, and Elisa Donati Closed-Loop Spiking Control on a Neuromorphic Processor Implemented on the iCub, IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 10:(4) 546 - 556, 2020
Ma, Yongqiang, Badong Chen, Pengju Ren, Nanning Zheng, Giacomo Indiveri, and Elisa Donati EMG-Based Gestures Classification Using a Mixed-Signal Neuromorphic Processing System, IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 4: 578-587, 2020
Ma, Yongqiang, Elisa Donati, Badong Chen, Pengju Ren, Nanning Zheng, and Giacomo Indiveri. Neuromorphic Implementation of a Recurrent Neural Network for EMG Classification, 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) 69-73, 2020
Melika Payvand, Yigit Demirag, Thomas Dalgathy, Elisa Vianello, Giacomo Indiveri Analog weight updates with compliance current modulation of binary ReRAMs for on-chip learning, ISCAS, 2020 pdf
Mostafa Rahimiazghadi, Corey Lammie, Jason Kamran Eshraghian, Melika Payvand, Elisa Donati, Bernabe Linares-Barranco, Giacomo Indiveri Hardware Implementation of Deep Network Accelerators Towards Healthcare and Biomedical Applications, IEEE Transactions on Biomedical Circuits and Systems, 2020
Nicoletta Risi, Alessandro Aimar, Elisa Donati, Sergio Solinas, Giacomo Indiveri A Spike-Based Neuromorphic Architecture of Stereo Vision, Frontiers in Neurorobotics, 2020
Runze Chen, Chen Li, Yu Li, James J. Miles, Giacomo Indiveri, Steve Furber, Vasilis F. Pavlidis, and Christoforos Moutafis Nanoscale Room-Temperature Multilayer Skyrmionic Synapse for Deep Spiking Neural Networks, Physical Review Applied, 2020
S. Baumgartner, A. Renner, R. Kreiser, D. Liang, G. Indiveri, Y. Sandamirskaya Visual pattern recognition with on on-chip learning: towards a fully neuromorphic approach, IEEE International Symposium on Circuits and Systems (ISCAS), 2020
Serb, Alexantrou and Corna, Andrea and George, Richard and Khiat, Ali and Rocchi, Federico and Reato, Marco and Maschietto, Marta and Mayr, Christian and Indiveri, Giacomo and Vassanelli, Stefano and Prodromakis, Themistoklis Memristive synapses connect brain and silicon spiking neurons, Scientific Reports, 2020
Testa, Simone and Indiveri, Giacomo and Sabatini, Silvio Dynamic Detectors of Oriented Spatial Contrast from Isotropic Fixational Eye Movements, Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2020
Testa, Simone and Indiveri, Giacomo and Sabatini, Silvio P. A Bio-Inspired Neuromorphic Active Vision System Based on Fixational Eye Movements, 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020
Giacomo Indiveri, Bernabe Linares Barranco, Melika Payvand System-level integration in neuromorphic co-processors, Memristive Devices for Brain-Inspired Computing, 2020 pdf

2019

Arianna Rubino, Melika Payvand, Giacomo Indiveri Ultra-Low Power Silicon Neuron Circuit for Extreme-Edge Neuromorphic Intelligence, IEEE International Conference on Electronics Circuits and Systems (ICECS), 2019 ICECS2019_Rubino_Payvand_Indiveri.pdf
Balaji, Adarsha; Das, Anup; Wu, Yuefeng; Huynh, Khanh; Dell'Anna, Francesco G; Indiveri, Giacomo; Krichmar, Jeffrey L; Dutt, Nikil D; Schaafsma, Siebren; Catthoor, Francky; Mapping spiking neural networks to neuromorphic hardware, IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2019
Bauer, Felix Christian; Muir, Dylan Richard; Indiveri, Giacomo; Real-time ultra-low power ECG anomaly detection using an event-driven neuromorphic processor, IEEE transactions on biomedical circuits and systems, 2019
Berg, Alexandra I; Brivio, Stefano; Brown, Simon; Burr, Geoffrey; Deswal, Sweety; Deuermeier, Jonas; Gale, Ella; Hwang, Hyunsang; Ielmini, Daniele; Indiveri, Giacomo Synaptic and neuromorphic functions: general discussion, Faraday discussions - Royal Society of Chemistry, 213: 553-578, 2019
Corradi, Federico and Pande, Sandeep and Stuijt, Jan and Qiao, Ning and Schaafsma, Siebren and Indiveri, Giacomo and Catthoor, Francky ECG-based Heartbeat Classification in Neuromorphic Hardware, 2019 International Joint Conference on Neural Networks (IJCNN), 2019
Elisa Donati, Melika Payvand, Nicoletta Risi, Renate Krause, Giacomo Indiveri Discrimination of EMG Signals Using a Neuromorphic Implementation of a Spiking Neural Network, IEEE Transactions on Biomedical Circuits and Systems , 13:(5), 2019
Kamal Abu-Hassan, Joseph D Taylor, Paul G Morris, Elisa Donati, Zuner A Bortolotto, Giacomo Indiveri, Julian FR Paton, Alain Nogaret Optimal solid state neurons, Nature Communications, 10:(1) 1-13, 2019
Liang, Dongchen and Indiveri, Giacomo A Neuromorphic Computational Primitive for Robust Context-Dependent Decision Making and Context-Dependent Stochastic Computation, IEEE Transactions on Circuits and Systems II: Express Briefs 843-847, 2019
Liang, Dongchen and Kreiser, Raphaela and Nielsen, Carsten and Qiao, Ning and Sandamirskaya, Yulia and Indiveri, Giacomo Robust Learning and Recognition of Visual Patterns in Neuromorphic Electronic Agents, 2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2019
Liu, Qian; Richter, Ole; Nielsen, Carsten; Sheik, Sadique; Indiveri, Giacomo; Qiao, Ning; Live Demonstration: Face Recognition on an Ultra-Low Power Event-Driven Convolutional Neural Network ASIC, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019
Melika Payvand, Giacomo Indiveri Spike-Based Plasticity Circuits for Always-on On-Line Learning in Neuromorphic Systems, IEEE International Symposium on Circuits and Systems, 2019
Mohammadali Sharifshazileh, Karla Burelo, Tommaso Fedele, Johannes Sarnthein, Giacomo Indiveri A Neuromorphic Device for Detecting High-Frequency Oscillations in Human iEEG, IEEE International Conference on Electronics Circuits and Systems, 2019 pdf
Nair, Manu V and Indiveri, Giacomo An Ultra-Low Power Sigma-Delta Neuron Circuit, 2019 IEEE International Symposium on Circuits and Systems (ISCAS), 2019
Nicoletta Risi, Alessandro Aimar, Elisa Donati, Sergio Solinas, Giacomo Indiveri A spike-based neuromorphic stereo architecture for active vision, Proceedings of ROBUST ARTIFICIAL INTELLIGENCE FOR NEUROROBOTICS, University of Edinburgh (26 – 28 August 2019), 2019
Strukov, Dmitri; Indiveri, Giacomo; Grollier, Julie; Fusi, Stefano; Building brain-inspired computing, Nature Communications, 2019
Thomas Dalgaty, Melika Payvand, Barbara De Salvo, Jerome Casas, Giusy Lama, Etienne Nowak, Giacomo Indiveri, Elisa Vianello Hybrid CMOS-RRAM Neurons with Intrinsic Plasticity, IEEE International Symposium on Circuits and Systems, 2019
Thomas Dalgaty, Melika Payvand, Filippo Moro, Denys RB Ly, Florian Pebay-Peyroula, Jerome Casas, Giacomo Indiveri, Elisa Vianello Hybrid neuromorphic circuits exploiting non-conventional properties of RRAM for massively parallel local plasticity mechanisms, APL Materials, 7:(8), 2019

2018

A. Pappachen James, K. Nabil Salama, H. Li, D. Biolek, G. Indiveri, L. O. Chua Guest Editorial: Special Issue on Large-Scale