Accepted Contributions
The following list contains the ID, title, and authors of all contributions accepted for presentation at the workshop.
#7 Convergence and scaling of Boolean-weight optimization for hardware reservoirs
Louis Andreoli (FEMTO-ST); Stephane Chretien (Universite Lyon 2); Javier Porte Parera (University of Strathclyde); Daniel Brunner (FEMTO-ST)
#24 Ion-mediated recombination dynamics in perovskite-based memory light-emitting diodes for neuromorphic control systems
Si En T Ng (Nanyang Technological University); Natalia Yantara (Nanyang Technological University); Arindam Basu (City University of Hong Kong); Nripan Mathews (Nanyang Technological University)
#44 Deep Photonic Reservoir Computing
Enrico Picco (ULB - Université Libre de Bruxelles); Alessandro Lupo (ULB - Université Libre de Bruxelles ); Serge Massar (ULB - Université Libre de Bruxelles)
#58 Nonlinearity and Randomness Interplay in Photonic Reservoir Computing
Giulia Marcucci (University of Glasgow); Juan Sebastian Totero Gongora (Loughborough University); Daniele Faccio (University of Glasgow)
#94 Soft Memristive Devices for Data Processing Adaptive to Environmental Stimuli: towards in-Materia Embodied Computing Systems
Francesca Borghi (University of Milano); Paolo Milani (University of Milano)
#104 Optimisation of a physical reservoir computer’s parameters using a genetic algorithm
Claude Meffan (Kyoto University); Taiki Ijima (Kyoto University); Amit Banerjee (Kyoto University); Jun Hirotani (Kyoto University); Toshiyuki Tsuchiya (Kyoto University)
#134 Artificial Spin Ice Hardware meets Neuromorphic Computing
Francesco Caravelli (LANL)
#192 Synaptic photoluminescent response of WS2 monolayers
Federico Ferrarese Lupi (INRiM); Gianluca Milano (Istituto Nazionale di Ricerca Metrologica (INRiM)); Angelo Angelini (Istituto Nazionale di Ricerca Metrologica (INRiM)); Bruno Torre (Politecnico di Torino); Mateo Rosero Realpe (Politecnico di Torino); Christian Martella (CNR); Carlo Grazianetti (CNR)
#194 Randomly Coupled Oscillators
Andrea Ceni (University of Pisa); Andrea Cossu (University of Pisa); Maximilian Stölzle (TU Delft); Jingyue Liu (TU Delft); Cosimo Della Santina (Technical University of Munich); Claudio Gallicchio (University of Pisa); Davide Bacciu (Univeristy of Pisa)
#199 Self-organized criticality in memristive nanowire networks
Fabio Michieletti (Politecnico di Torino); Gianluca Milano (Istituto Nazionale di Ricerca Metrologica (INRiM)); Carlo Ricciardi (Politecnico di Torino)
#264 Conduction and entropy analysis of a mixed memristor-resistor model for neuromorphic networks
Davide Cipollini (University of Groningen); Lambert Schomaker (University of Groningen)
#267 Continuously deep recurrent neural networks
Andrea Ceni (University of Pisa); Peter Ford Dominey (INSERM); Claudio Gallicchio (University of Pisa); Alessio Micheli (University of Pisa); Luca Pedrelli (Università di Pisa); Domenico Tortorella (University of Pisa)
#283 A binary classifier based on a reconfigurable dense network of metallic nanojunctions
Paolo Milani (University of Milano); Francesca Borghi (University of Milano)
#314 Alfvén eigenmode identification using Reservoir Computing Networks and CO2 Interferometer data on the DIII-D National Fusion Facility
Alvin Garcia (University of California, Irvine); Azarakhsh Jalalvand (Princeton University); Peter Steiner (TU Dresden); Andrew Rothstein (Princeton University); Michael Van Zeeland (General Atomics); William Heidbrink (University of California, Irvine); Egemen Kolemen (Princeton University)
#321 Braille reading on Loihi
Vittorio Fra (Politecnico di Torino); Enrico Macii (Politecnico di Torino, Dept. of Control and Computer Engineering); Gianvito Urgese (Politecnico di Torino)
#328 RNNs of RNNs:Recursive Construction of Stable Assemblies of Recurrent Neural Networks
Leo Kozachkov (MIT); Michaela M Ennis (Massachusetts Institute of Technology); Jean-Jacques Slotine (MIT)
#333 Non-Dissipative Propagation by Randomized Anti-Symmetric Deep Graph Networks
Alessio Gravina (University of Pisa); Claudio Gallicchio (University of Pisa); Davide Bacciu (Univeristy of Pisa)
#335 Reservoir computing with memristive nanonetworks
Gianluca Milano (Istituto Nazionale di Ricerca Metrologica (INRiM)); Carlo Ricciardi (Politecnico di Torino)
#336 Electrical Resistance Tomography for the Investigation of Neuromorphic Devices
Alessandro Cultrera (INRIM - istituto nazionale di ricerca metrologica); Luca Callegaro (INRIM - istituto nazionale di ricerca metrologica); Gianluca Milano (Istituto Nazionale di Ricerca Metrologica (INRiM)); Carlo Ricciardi (Politecnico di Torino)
#337 On the Noise Robustness of Analog Complex-Valued Neural Networks
Diego Arguello Ron (Aston University)
#346 Energy-Based Learning Algorithms: A Comparative Study
Benjamin Scellier (Rain); Maxence Ernoult (Rain); Jack Kendall (Rain); Suhas Kumar (Rain)
#348 Comparison of Physics-Based and Data-Driven MZI-mesh Models for Optical Neural Networks
Isidora Teofilovic (DTU Electro)
#359: Harnessing multistability: Expanding the capabilities of neural networks
Andrew Flynn (University College Cork); Vassilios A. Tsachouridis (Collins Aerospace); Andreas Amann (University College Cork)
#362 Design of Oscillatory Neural Networks by Machine Learning
Tamas Rudner (Pazmany Peter Catholic University); Wolfgang Porod (University of Notre Dame, USA); Gyorgy Csaba (Pazmany University Budapest)
#364 Neu-BrAuER: a neuromorphic Braille letters audio-reader for commercial edge devices
Vittorio Fra (Politecnico di Torino); Andrea Pignata (Politecnico di Torino); Riccardo Pignari (Politecnico di Torino); Enrico Macii (Politecnico di Torino, Dept. of Control and Computer Engineering); Gianvito Urgese (Politecnico di Torino)
#365: Energy-efficient Brain-inspired Oscillatory Neural Networks using Phase-Transition Material
Manuel Jiménez-Través (Instituto de Microelectrónica, IMSE-CNM); Bernabe Linares-Barranco (Instituto de Microelectronica de Sevilla (IMSE-CNM), CSIC and Univ. of Sevilla); María José Avedillo (Instituto de Microelectronica de Sevilla (IMSE-CNM), CSIC and Univ. of Sevilla); Juan Núñez (Instituto de Microelectronica de Sevilla (IMSE-CNM), CSIC and Univ. of Sevilla)
#401: A Network of Sigma–Pi Units producing Higher-order Interactions for Reservoir Computing
Denis Kleyko (Research Institutes of Sweden); Christopher J Kymn (University of California, Berkeley); Bruno A Olshausen (UC Berkeley); Paxon Frady (Intel Labs); Fritz Sommer (UC Berkeley)