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Neuromorphic 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
Ferroelectric-based synapses and neurons for neuromorphic computing. 12002 - I-Ting Wang
Two-dimensional materials for artificial synapses: toward a practical application. 12003 - Vivek Saraswat
Stochasticity invariance control in Pr1-x Ca x MnO3 RRAM to enable large-scale stochastic recurrent neural networks. 14001 - Catherine D. Schuman
Evolutionary vs imitation learning for neuromorphic control at the edge. 14002 - Megumi Akai-Kasaya
Performance of reservoir computing in a random network of single-walled carbon nanotubes complexed with polyoxometalate. 14003 - Hao Huang, Lu Liu, Chengpeng Jiang
Two-dimensional molybdenum disulfide artificial synapse with high sensitivity. 14004 - Andrew Gothard, Daniel Jones, Andre Green, Michael Torrez, Alessandro Cattaneo
Digital coded exposure formation of frames from event-based imagery. 14005 - Vittorio Fra
Human activity recognition: suitability of a neuromorphic approach for on-edge AIoT applications. 14006 - Kevin Montano, Gianluca Milano
Grid-graph modeling of emergent neuromorphic dynamics and heterosynaptic plasticity in memristive nanonetworks. 14007 - Luke C. G. Govia
Nonlinear input transformations are ubiquitous in quantum reservoir computing. 14008 - Manuel Le Gallo
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
Sub-realtime simulation of a neuronal network of natural density. 21001 - Priyanka Apsangi
Effect of conductance linearity of Ag-chalcogenide CBRAM synaptic devices on the pattern recognition accuracy of an analog neural training accelerator. 21002 - Francesco Vaccaro
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
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
2022 roadmap on neuromorphic computing and engineering. 22501 - Laura Bégon-Lours
Effect of cycling on ultra-thin HfZrO4, ferroelectric synaptic weights. 24001 - James Paul Turner
mlGeNN: accelerating SNN inference using GPU-enabled neural networks. 24002 - Aijaz H. Lone
Magnetic tunnel junction based implementation of spike time dependent plasticity learning for pattern recognition. 24003 - Tianyi Zheng
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
On-chip learning of a domain-wall-synapse-crossbar-array-based convolutional neural network. 24006 - Ismael Balafrej
P-CRITICAL: a reservoir autoregulation plasticity rule for neuromorphic hardware. 24007 - Giulia D'Angelo
Event driven bio-inspired attentive system for the iCub humanoid robot on SpiNNaker. 24008 - Zachary Heywood
Self-organized nanoscale networks: are neuromorphic properties conserved in realistic device geometries? 24009 - Angelina Totovic
WDM equipped universal linear optics for programmable neuromorphic photonic processors. 24010 - Andreas Stöckel
Computational properties of multi-compartment LIF neurons with passive dendrites. 24011 - James B. Aimone
A review of non-cognitive applications for neuromorphic computing. 32003 - Zirui Zhang, Dongliang Yang, Huihan Li, Ce Li, Zhongrui Wang
2D materials and van der Waals heterojunctions for neuromorphic computing. 32004 - Mohammad Javad Mirshojaeian Hosseini
An organic synaptic circuit: toward flexible and biocompatible organic neuromorphic processing. 34009 - Bin Shi
Emulation and modelling of semiconductor optical amplifier-based all-optical photonic integrated deep neural network with arbitrary depth. 34010 - Andres E. Lombo
A superconducting nanowire-based architecture for neuromorphic computing. 34011 - Matthew van Niekerk
Massively scalable wavelength diverse integrated photonic linear neuron. 34012 - Xin Liu
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
Hands-on reservoir computing: a tutorial for practical implementation. 32002 - Christopher Bengel
Reliability aspects of binary vector-matrix-multiplications using ReRAM devices. 34001 - Nathan Leroux
Convolutional neural networks with radio-frequency spintronic nano-devices. 34002 - Nitin Prasad
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
Neuromorphic computing for attitude estimation onboard quadrotors. 34005 - Yan Du, Wei Shao
Synaptic 1/f noise injection for overfitting suppression in hardware neural networks. 34006 - Qingpeng Zhu
Learning torsional eye movements through active efficient coding. 34007 - Karolis Sulinskas
Advantages of binary stochastic synapses for hardware spiking neural networks with realistic memristors. 34008
Volume 2, Number 4, December 2022
- Zdenka Kuncic
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
HfO2-based resistive switching memory devices for neuromorphic computing. 42001 - Chris Fields
The free energy principle induces neuromorphic development. 42002 - Qing Wan
2022 roadmap on neuromorphic devices and applications research in China. 42501 - Alex Vicente-Sola
Keys to accurate feature extraction using residual spiking neural networks. 44001 - Kenneth Michael Stewart
Meta-learning spiking neural networks with surrogate gradient descent. 44002 - Anand Kumar Mukhopadhyay
Acoustic scene analysis using analog spiking neural network. 44003 - Omar Oubari, Georgios Exarchakis
Efficient spatio-temporal feature clustering for large event-based datasets. 44004 - Mohammadreza Mohammadi
Static hand gesture recognition for American sign language using neuromorphic hardware. 44005 - Xiaocong Du
Efficient continual learning at the edge with progressive segmented training. 44006 - Yingfen Wei
Synaptic behaviour in ferroelectric epitaxial rhombohedral Hf0.5Zr0.5O2 thin films. 44007 - Marie Drouhin
Characterization and modeling of spiking and bursting in experimental NbO x neuron. 44008 - Davide L. Manna
Simple and complex spiking neurons: perspectives and analysis in a simple STDP scenario. 44009 - Corentin Scholaert, Kamila Janzakova, Yannick Coffinier
Plasticity of conducting polymer dendrites to bursts of voltage spikes in phosphate buffered saline. 44010 - Md Mahadi Rajib
Skyrmion based energy-efficient straintronic physical reservoir computing. 44011 - Qiang Wang
Ultrathin HfO2/Al2O3 bilayer based reliable 1T1R RRAM electronic synapses with low power consumption for neuromorphic computing. 44012 - Zhaoqi Chen
Neuromorphic model of hippocampus place cells using an oscillatory interference technique for hardware implementation. 44013 - Daniel Felder
Reminding forgetful organic neuromorphic device networks. 44014 - Youngeun Kim
Beyond classification: directly training spiking neural networks for semantic segmentation. 44015 - Julian Rossbroich
Fluctuation-driven initialization for spiking neural network training. 44016 - Timoleon Moraitis
SoftHebb: Bayesian inference in unsupervised Hebbian soft winner-take-all networks. 44017 - Xin Zheng
High-density analog image storage in an analog-valued non-volatile memory array. 44018
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