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ORCIDNeuromorphic Computing and Engineering, Volume 2
Volume 2, Number 1, March 2022
- Fangsheng Qian, Xiaobo Bu, Junjie Wang, Ziyu Lv, Su-Ting Han
, Ye Zhou:
Evolutionary 2D organic crystals for optoelectronic transistors and neuromorphic computing. 12001 - Erika Covi, Halid Mulaosmanovic, Benjamin Max, Stefan Slesazeck, Thomas Mikolajick:
Ferroelectric-based synapses and neurons for neuromorphic computing. 12002 - I-Ting Wang, Chih-Cheng Chang, Yen-Yu Chen, Yi-Shin Su, Tuo-Hung Hou:
Two-dimensional materials for artificial synapses: toward a practical application. 12003 - Vivek Saraswat, Udayan Ganguly:
Stochasticity invariance control in Pr1-x Ca x MnO3 RRAM to enable large-scale stochastic recurrent neural networks. 14001 - Catherine D. Schuman, Robert M. Patton, Shruti R. Kulkarni, Maryam Parsa, Christopher G. Stahl, Nicholas Quentin Haas, J. Parker Mitchell, Shay Snyder, Amelie Nagle, Alexandra Shanafield, Thomas E. Potok:
Evolutionary vs imitation learning for neuromorphic control at the edge. 14002 - Megumi Akai-Kasaya, Yuki Takeshima, Shaohua Kan, Kohei Nakajima, Takahide Oya, Tetsuya Asai:
Performance of reservoir computing in a random network of single-walled carbon nanotubes complexed with polyoxometalate. 14003 - Hao Huang, Lu Liu, Chengpeng Jiang, Jiangdong Gong, Yao Ni, Zhipeng Xu, Huanhuan Wei, Haiyang Yu, Wentao Xu:
Two-dimensional molybdenum disulfide artificial synapse with high sensitivity. 14004 - Andrew Gothard, Daniel Jones, Andre Green, Michael Torrez, Alessandro Cattaneo, David Mascareñas:
Digital coded exposure formation of frames from event-based imagery. 14005 - Vittorio Fra, Evelina Forno, Riccardo Pignari, Terrence C. Stewart, Enrico Macii, Gianvito Urgese:
Human activity recognition: suitability of a neuromorphic approach for on-edge AIoT applications. 14006 - Kevin Montano, Gianluca Milano, Carlo Ricciardi:
Grid-graph modeling of emergent neuromorphic dynamics and heterosynaptic plasticity in memristive nanonetworks. 14007 - Luke C. G. Govia, Guilhem J. Ribeill, Graham E. Rowlands, Thomas A. Ohki:
Nonlinear input transformations are ubiquitous in quantum reservoir computing. 14008 - Manuel Le Gallo, S. R. Nandakumar, Lazar Ciric, Irem Boybat, Riduan Khaddam-Aljameh, Charles Mackin, Abu Sebastian:
Precision of bit slicing with in-memory computing based on analog phase-change memory crossbars. 14009
Volume 2, Number 2, June 2022
- Anno Christopher Kurth, Johanna Senk, Dennis Terhorst, Justin Finnerty, Markus Diesmann:
Sub-realtime simulation of a neuronal network of natural density. 21001 - Priyanka Apsangi, Hugh J. Barnaby, Michael N. Kozicki, Yago Gonzalez-Velo, Jennifer Taggart:
Effect of conductance linearity of Ag-chalcogenide CBRAM synaptic devices on the pattern recognition accuracy of an analog neural training accelerator. 21002 - Francesco Vaccaro, Stefano Brivio, Simona Perotto, Aurelio Giancarlo Mauri, Sabina Spiga:
Physics-based compact modelling of the analog dynamics of HfO x resistive memories. 21003 - Li Chen, Mei Er Pam, Sifan Li, Kah-Wee Ang:
Ferroelectric memory based on two-dimensional materials for neuromorphic computing. 22001 - Hirofumi Tanaka, Saman Azhari, Yuki Usami, Deep Banerjee, Takumi Kotooka, Oradee Srikimkaew, Thien-Tan Dang, S. Murazoe, Rikuto Oyabu, Kouki Kimizuka, Masaya Hakoshima:
In-materio computing in random networks of carbon nanotubes complexed with chemically dynamic molecules: a review. 22002 - Zhuojian Xiao, Bonan Yan, Teng Zhang, Ru Huang, Yuchao Yang:
Memristive devices based hardware for unlabeled data processing. 22003 - 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 Markovic, Alice Mizrahi, Peng Yao, J. Joshua Yang, Giacomo Indiveri, John Paul Strachan, Suman Datta, Elisa Vianello, Alexandre Valentian, Johannes Feldmann, Xuan Li, Wolfram H. P. Pernice, Harish Bhaskaran, Steve B. Furber, Emre Neftci, Franz Scherr, Wolfgang Maass, Srikanth Ramaswamy, Jonathan Tapson, Priyadarshini Panda, Youngeun Kim, Gouhei Tanaka, Simon Thorpe, Chiara Bartolozzi, Thomas A. Cleland, Christoph Posch, Shih-Chii Liu, Gabriella Panuccio, Mufti Mahmud, 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. 22501 - Laura Bégon-Lours, Mattia Halter, Marilyne Sousa, Youri Popoff, Diana Dávila Pineda, Donato Francesco Falcone, Zhenming Yu, Steffen Reidt, Lorenzo Benatti, Francesco Maria Puglisi, Bert Jan Offrein:
Effect of cycling on ultra-thin HfZrO4, ferroelectric synaptic weights. 24001 - James Paul Turner, James C. Knight, Ajay Subramanian, Thomas Nowotny:
mlGeNN: accelerating SNN inference using GPU-enabled neural networks. 24002 - Aijaz H. Lone, Selma Amara, Hossein Fariborzi:
Magnetic tunnel junction based implementation of spike time dependent plasticity learning for pattern recognition. 24003 - Tianyi Zheng, Wuhao Yang, Jie Sun, Zhenxi Liu, Kunfeng Wang, Xudong Zou:
Processing IMU action recognition based on brain-inspired computing with microfabricated MEMS resonators. 24004 - Andrew Fountain, Cory E. Merkel:
Effect of biologically-motivated energy constraints on liquid state machine dynamics and classification performance. 24005 - Varun Bhavin Desai, Divya Kaushik, Janak Sharda, Debanjan Bhowmik:
On-chip learning of a domain-wall-synapse-crossbar-array-based convolutional neural network. 24006 - Ismael Balafrej, Fabien Alibart, Jean Rouat:
P-CRITICAL: a reservoir autoregulation plasticity rule for neuromorphic hardware. 24007 - Giulia D'Angelo, Adam Perrett, Massimiliano Iacono, Steve B. Furber, Chiara Bartolozzi:
Event driven bio-inspired attentive system for the iCub humanoid robot on SpiNNaker. 24008 - Zachary Heywood, Joshua B. Mallinson, Edoardo Galli, Susant Acharya, Saurabh K. Bose, Matthew D. Arnold, Philip Bones, Simon A. Brown:
Self-organized nanoscale networks: are neuromorphic properties conserved in realistic device geometries? 24009 - Angelina Totovic, Christos Pappas, Manos Kirtas, Apostolos Tsakyridis, George Giamougiannis, Nikolaos Passalis, Miltiadis Moralis-Pegios, Anastasios Tefas, Nikos Pleros:
WDM equipped universal linear optics for programmable neuromorphic photonic processors. 24010 - Andreas Stöckel, Chris Eliasmith:
Computational properties of multi-compartment LIF neurons with passive dendrites. 24011 - James B. Aimone, Prasanna Date, Gabriel A. Fonseca Guerra, Kathleen E. Hamilton, Kyle Henke, Bill Kay, Garrett T. Kenyon, Shruti R. Kulkarni, Susan M. Mniszewski, Maryam Parsa, Sumedh R. Risbud, Catherine D. Schuman, William Severa, J. Darby Smith:
A review of non-cognitive applications for neuromorphic computing. 32003 - Zirui Zhang, Dongliang Yang, Huihan Li, Ce Li, Zhongrui Wang, Linfeng Sun, Heejun Yang:
2D materials and van der Waals heterojunctions for neuromorphic computing. 32004 - Mohammad Javad Mirshojaeian Hosseini, Yi Yang, Aidan J. Prendergast, Elisa Donati, Miad Faezipour, Giacomo Indiveri, Robert A. Nawrocki:
An organic synaptic circuit: toward flexible and biocompatible organic neuromorphic processing. 34009 - Bin Shi, Nicola Calabretta, Ripalta Stabile:
Emulation and modelling of semiconductor optical amplifier-based all-optical photonic integrated deep neural network with arbitrary depth. 34010 - Andres E. Lombo, Jesus E. Lares, Matteo Castellani, Chi-Ning Chou, Nancy A. Lynch, Karl K. Berggren:
A superconducting nanowire-based architecture for neuromorphic computing. 34011 - Matthew van Niekerk, Anthony Rizzo, Héctor Rubio Rivera, Gerald Leake, Daniel Coleman, Christopher Tison, Michael Fanto, Keren Bergman, Stefan Preble:
Massively scalable wavelength diverse integrated photonic linear neuron. 34012 - Xin Liu, Mingyu Yan, Lei Deng, Yujie Wu, De Han, Guoqi Li, Xiaochun Ye, Dongrui Fan:
General spiking neural network framework for the learning trajectory from a noisy mmWave radar. 34013
Volume 2, Number 3, September 2022
- Tien Van Nguyen, Jiyong An, Seokjin Oh, Son Ngoc Truong, Kyeong-Sik Min:
Quantization, training, parasitic resistance correction, and programming techniques of memristor-crossbar neural networks for edge intelligence. 32001 - Matteo Cucchi, Steven Abreu, Giuseppe Ciccone, Daniel Brunner, Hans Kleemann:
Hands-on reservoir computing: a tutorial for practical implementation. 32002 - Christopher Bengel, Johannes Mohr, Stefan Wiefels, Abhairaj Singh, Anteneh Gebregiorgis, Rajendra Bishnoi, Said Hamdioui, Rainer Waser, Dirk J. Wouters, Stephan Menzel:
Reliability aspects of binary vector-matrix-multiplications using ReRAM devices. 34001 - Nathan Leroux, Arnaud De Riz, Dédalo Sanz-Hernández, Danijela Markovic, Alice Mizrahi, Julie Grollier:
Convolutional neural networks with radio-frequency spintronic nano-devices. 34002 - Nitin Prasad, Prashansa Mukim, Advait Madhavan, Mark D. Stiles:
Associative memories using complex-valued Hopfield networks based on spin-torque oscillator arrays. 34003 - Kevin Lee Hunter, Lawrence Spracklen, Subutai Ahmad:
Two sparsities are better than one: unlocking the performance benefits of sparse-sparse networks. 34004 - Stein Stroobants, Julien Dupeyroux, Guido C. H. E. de Croon:
Neuromorphic computing for attitude estimation onboard quadrotors. 34005 - Yan Du, Wei Shao, Zheng Chai, Hanzhang Zhao, Qihui Diao, Yawei Gao, Xihui Yuan, Qiaoqiao Wang, Tao Li, Weidong Zhang, Jian Fu Zhang, Tai Min:
Synaptic 1/f noise injection for overfitting suppression in hardware neural networks. 34006 - Qingpeng Zhu, Chong Zhang, Jochen Triesch, Bertram E. Shi:
Learning torsional eye movements through active efficient coding. 34007 - Karolis Sulinskas, Mattias Borg:
Advantages of binary stochastic synapses for hardware spiking neural networks with realistic memristors. 34008
Volume 2, Number 4, December 2022
- Zdenka Kuncic, Tomonobu Nakayama, James K. Gimzewski:
Editorial: Focus on disordered, self-assembled neuromorphic systems. 40201 - Sayani Majumdar:
An efficient deep neural network accelerator using controlled ferroelectric domain dynamics. 41001 - Stefano Brivio, Sabina Spiga, Daniele Ielmini:
HfO2-based resistive switching memory devices for neuromorphic computing. 42001 - Chris Fields, Karl J. Friston, James F. Glazebrook, Michael Levin, Antonino Marciano:
The free energy principle induces neuromorphic development. 42002 - Qing Wan, Changjin Wan, Huaqiang Wu, Yuchao Yang, Xiaohe Huang, Peng Zhou, Lin Chen, Tian-Yu Wang, Yi Li, Kanhao Xue, Yu-Hui He, Xiangshui Miao, Xi Li, Chenchen Xie, Houpeng Chen, Zhitang Song, Hong Wang, Yue Hao, Junyao Zhang, Jia Huang, Zheng Yu Ren, Li Qiang Zhu, Jianyu Du, Chen Ge, Yang Liu, Guanglong Ding, Ye Zhou, Su-Ting Han, Guosheng Wang, Xiao Yu, Bing Chen, Zhufei Chu, Lunyao Wang, Yinshui Xia, Chen Mu, Feng Lin, Chixiao Chen, Bojun Cheng, Yannan Xing, Weitao Zeng, Hong Chen, Lei Yu, Giacomo Indiveri, Ning Qiao:
2022 roadmap on neuromorphic devices and applications research in China. 42501 - Alex Vicente-Sola, Davide L. Manna, Paul Kirkland, Gaetano Di Caterina, Trevor Bihl:
Keys to accurate feature extraction using residual spiking neural networks. 44001 - Kenneth Michael Stewart, Emre O. Neftci:
Meta-learning spiking neural networks with surrogate gradient descent. 44002 - Anand Kumar Mukhopadhyay, Naligala Moses Prabhakar, Divya Lakshmi Duggisetty, Indrajit Chakrabarti, Mrigank Sharad:
Acoustic scene analysis using analog spiking neural network. 44003 - Omar Oubari, Georgios Exarchakis, Gregor Lenz, Ryad Benosman, Sio-Hoi Ieng:
Efficient spatio-temporal feature clustering for large event-based datasets. 44004 - Mohammadreza Mohammadi, Peyton Chandarana, James Seekings, Sara Hendrix, Ramtin Zand:
Static hand gesture recognition for American sign language using neuromorphic hardware. 44005 - Xiaocong Du, Shreyas Kolala Venkataramanaiah, Zheng Li, Han-Sok Suh, Shihui Yin, Gokul Krishnan, Frank Liu, Jae-sun Seo, Yu Cao:
Efficient continual learning at the edge with progressive segmented training. 44006 - Yingfen Wei, Gaurav Vats, Beatriz Noheda:
Synaptic behaviour in ferroelectric epitaxial rhombohedral Hf0.5Zr0.5O2 thin films. 44007 - Marie Drouhin, Shuai Li, Matthieu Grelier, Sophie Collin, Florian Godel, Robert Glen Elliman, Bruno Dlubak, Juan Trastoy, Damien Querlioz, Julie Grollier:
Characterization and modeling of spiking and bursting in experimental NbO x neuron. 44008 - Davide L. Manna, Alex Vicente-Sola, Paul Kirkland, Trevor J. Bihl, Gaetano Di Caterina:
Simple and complex spiking neurons: perspectives and analysis in a simple STDP scenario. 44009 - Corentin Scholaert, Kamila Janzakova, Yannick Coffinier, Fabien Alibart, Sébastien Pecqueur:
Plasticity of conducting polymer dendrites to bursts of voltage spikes in phosphate buffered saline. 44010 - Md Mahadi Rajib, Walid Al Misba, Md Fahim F. Chowdhury, Muhammad Sabbir Alam, Jayasimha Atulasimha:
Skyrmion based energy-efficient straintronic physical reservoir computing. 44011 - Qiang Wang, Yankun Wang, Ren Luo, Jianjian Wang, Lanlong Ji, Zhuangde Jiang, Christian Wenger, Zhitang Song, Sannian Song, Wei Ren, Jinshun Bi, Gang Niu:
Ultrathin HfO2/Al2O3 bilayer based reliable 1T1R RRAM electronic synapses with low power consumption for neuromorphic computing. 44012 - Zhaoqi Chen, Alia Nasrallah, Milad Alemohammad, Masanori Furuta, Ralph Etienne-Cummings:
Neuromorphic model of hippocampus place cells using an oscillatory interference technique for hardware implementation. 44013 - Daniel Felder, Katerina Muche, John Linkhorst, Matthias Wessling:
Reminding forgetful organic neuromorphic device networks. 44014 - Youngeun Kim, Joshua Chough, Priyadarshini Panda:
Beyond classification: directly training spiking neural networks for semantic segmentation. 44015 - Julian Rossbroich, Julia Gygax, Friedemann Zenke:
Fluctuation-driven initialization for spiking neural network training. 44016 - Timoleon Moraitis, Dmitry Toichkin, Adrien Journé, Yansong Chua, Qinghai Guo:
SoftHebb: Bayesian inference in unsupervised Hebbian soft winner-take-all networks. 44017 - Xin Zheng, Ryan Zarcone, Akash Levy, Win-San Khwa, Priyanka Raina, Bruno A. Olshausen, H.-S. Philip Wong:
High-density analog image storage in an analog-valued non-volatile memory array. 44018
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