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References from Recent progress on artificial spiking neurons based on emerging electronic devices for neuromorphic perception and computation. Local targets link to admitted publications; unresolved targets remain external evidence.
Memristor-based intelligent human-like neural computing
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10.1109/isscc.2019.8662469
10.1109/isscc.2019.8662469 · External reference
The future of electronics based on memristive systems
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Towards spike-based machine intelligence with neuromorphic computing
10.1038/s41586-019-1677-2 · 2019 · External reference
10.1109/isca.2016.30
10.1109/isca.2016.30 · External reference
Memristive devices and networks for brain-inspired computing
10.1002/pssr.201900029 · 2019 · External reference
Electrolyte-gated transistors for synaptic electronics, neuromorphic computing, and adaptable biointerfacing
10.1063/1.5122249 · 2020 · External reference
A comprehensive review on emerging artificial neuromorphic devices
10.1063/1.5118217 · 2020 · External reference
Memory devices and applications for in-memory computing
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Editorial: Novel materials, devices and solutions for brain-inspired sensing and computing
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Heterosynaptic plasticity and neuromorphic Boolean logic enabled by ferroelectric polarization modulated Schottky diodes
10.1002/aelm.202201155 · 2023 · External reference
Bio-plausible memristive neural components towards hardware implementation of brain-like intelligence
10.1016/j.mattod.2022.11.022 · 2023 · External reference
Temporal pattern coding in ionic memristor-based spiking neurons for adaptive tactile perception
10.1002/aelm.202200334 · 2022 · External reference
A bio-inspired neuromorphic sensory system
10.1002/aisy.202200047 · 2022 · External reference
Ferroelectric-defined reconfigurable homojunctions for in-memory sensing and computing
10.1038/s41563-023-01676-0 · 2023 · External reference
Programming memristor arrays with arbitrarily high precision for analog computing
10.1126/science.adi9405 · 2024 · External reference
Artificial multisensory integration nervous system with haptic and iconic perception behaviors
10.1016/j.nanoen.2021.106000 · 2021 · External reference
Artificial sense technology: Emulating and extending biological senses
10.1021/acsnano.1c10313 · 2021 · External reference
Integrated in-memory sensor and computing of artificial vision based on full-vdW optoelectronic ferroelectric field-effect transistor
10.1002/advs.202305679 · 2024 · External reference
Analog complementary metal–oxide–semiconductor integrate-and-fire neuron circuit for overflow retaining in hardware spiking neural networks
10.1166/jnn.2020.17390 · 2020 · External reference
Brain-inspired computing with memristors: Challenges in devices, circuits, and systems
10.1063/1.5124027 · 2020 · External reference
10.1109/iedm45625.2022.10019526
10.1109/iedm45625.2022.10019526 · External reference
Artificial sensory system based on memristive devices
10.1002/exp.20220162 · 2024 · External reference
Spike-based spatiotemporal processing enabled by oscillation neuron for energy-efficient artificial sensory systems
10.1002/aisy.202200076 · 2022 · External reference
Firing feature-driven neural circuits with scalable memristive neurons for robotic obstacle avoidance
10.1038/s41467-024-48399-7 · 2024 · External reference
A calibratable sensory neuron based on epitaxial VO2 for spike-based neuromorphic multisensory system
10.1038/s41467-022-31747-w · 2022 · External reference
Low-voltage oscillatory neurons for memristor-based neuromorphic systems
10.1002/gch2.201900015 · 2019 · External reference
10.1109/vlsi-tsa.2018.8403854
10.1109/vlsi-tsa.2018.8403854 · External reference
NbOx based oscillation neuron for neuromorphic computing
10.1063/1.4991917 · 2017 · External reference
Integrated neuron circuit for implementing neuromorphic system with synaptic device
10.1016/j.sse.2017.10.012 · 2018 · External reference
Neuromorphic silicon neuron circuits
10.3389/fnins.2011.00073 · 2011 · External reference
Artificial neuron and synapse devices based on 2D materials
10.1002/smll.202100640 · 2021 · External reference
Gate-tunable van der Waals heterostructure for reconfigurable neural network vision sensor
10.1126/sciadv.aba6173 · 2020 · External reference
Two-dimensional materials for bio-realistic neuronal computing networks
10.1016/j.matt.2022.10.017 · 2022 · External reference
Artificial visual perception nervous system based on low-dimensional material photoelectric memristors
10.1021/acsnano.1c04676 · 2021 · External reference
Photoactive monolayer MoS2 for spiking neural networks enabled machine vision applications
10.1002/admt.202401677 · 2025 · External reference
An organic artificial spiking neuron for in situ neuromorphic sensing and biointerfacing
10.1038/s41928-022-00859-y · 2022 · External reference
Advances in organic in-sensor neuromorphic computing: From material mechanisms to applications
10.1002/aidi.202500053 · 2025 · External reference
Mixed ionic-electronic conduction, a multifunctional property in organic conductors
10.1002/adma.202110406 · 2022 · External reference
Reconfigurable synaptic and neuronal functions in a V/VOx/HfWOx/Pt memristor for nonpolar spiking convolutional neural network
10.1002/adfm.202111996 · 2022 · External reference
Topology-aware recognition framework based on ultra-high on/off ratio memristors for handwritten digit recognition
10.1109/led.2025.3618257 · 2025 · External reference
Metaplasticity-enabled graphene quantum dot devices for mitigating catastrophic forgetting in artificial neural networks
10.1002/adma.202411237 · 2025 · External reference
Brain-inspired computing via memory device physics
10.1063/5.0047641 · 2021 · External reference
A scalable neuristor built with Mott memristors
10.1038/nmat3510 · 2013 · External reference
High-yield and uniform NbOx-based threshold switching devices for neuron applications
10.1109/ted.2022.3161614 · 2022 · External reference
Dropout neuronal unit with tunable probability based on NbOx stochastic memristor for efficient suppression of overfitting
10.1016/j.mee.2022.111778 · 2022 · External reference
Realization of outstanding stable 1S1R behavior based on Al-doped NbOx
10.1109/ted.2022.3224093 · 2023 · External reference
An artificial spiking nociceptor integrating pressure sensors and memristors
10.1109/led.2022.3167421 · 2022 · External reference
10.1109/i2ct61223.2024.10544295
10.1109/i2ct61223.2024.10544295 · External reference
Fatigue of NbOx-based locally active memristors—Part I: Experimental characteristics
10.1109/ted.2023.3322668 · 2023 · External reference
Fatigue of NbOx-based locally active memristors—Part II: Mechanisms and modeling
10.1109/ted.2023.3322672 · 2023 · External reference
Microscopic modeling and optimization of NbOx Mott memristor for artificial neuron applications
10.1109/ted.2022.3212325 · 2022 · External reference
Experimental demonstration of coplanar NbOx Mott memristors for spiking neurons
10.1109/led.2024.3362829 · 2024 · External reference
Quantum materials for energy-efficient neuromorphic computing: Opportunities and challenges
10.1063/5.0094205 · 2022 · External reference
High consistency VO2 memristor for artificial auditory neuron
10.1016/j.mee.2023.112101 · 2023 · External reference
Printed and room temperature processed nanoparticulate VO2 thin films toward memristive device applications
10.1109/jflex.2023.3278234 · 2023 · External reference
Low-temperature wafer-scale fabrication of vertical VO2 nanowire arrays
10.1063/5.0020597 · 2020 · External reference
Experimental robust spontaneous synchronizations in coupled NbOx oscillation neurons for unconventional computing
10.1109/ted.2023.3321018 · 2023 · External reference
DC operating points of Mott neuristor circuits
10.1016/j.mee.2023.112124 · 2024 · External reference
A low-power sensing system architecture with Mott memristor and time-to-digital converter for large-scale sensor-array application
10.1109/tcsii.2023.3290122 · 2023 · External reference
Mapping Hebbian learning rules to coupling resistances for oscillatory neural networks
10.3389/fnins.2021.694549 · 2021 · External reference
Research progress on artificial spiking neurons for neuromorphic perception
10.13911/j.cnki.1004-3365.230230 · 2024 · External reference
Flexible memristive spiking neuron for neuromorphic sensing and computing
10.7498/aps.71.20212323 · 2022 · External reference
Characterization and modelling of flexible VO2 Mott memristor for the artificial spiking warm receptor
10.1002/admi.202200394 · 2022 · External reference
Sub-100 fJ and sub-nanosecond thermally driven threshold switching in niobium oxide crosspoint nanodevices
10.1088/0957-4484/23/21/215202 · 2012 · External reference
A 1T1M programmable artificial spiking neuron via the integration of FeFET and NbOx Mott memristor
10.1109/led.2024.3395024 · 2024 · External reference
A review of the integrate-and-fire neuron model: I. Homogeneous synaptic input.
10.1007/s00422-006-0068-6 · 2006 · External reference
Various threshold switching devices for integrate and fire neuron applications
10.1002/aelm.201800866 · 2019 · External reference
Which model to use for cortical spiking neurons
10.1109/tnn.2004.832719 · 2004 · External reference
A caloritronics-based Mott neuristor
10.1038/s41598-020-61176-y · 2020 · External reference
Spike frequency adaptation: Bridging neural models and neuromorphic applications
10.1038/s44172-024-00165-9 · 2024 · External reference
A neuromorphic physiological signal processing system based on VO2 memristor for next-generation human–machine interface
10.1038/s41467-023-39430-4 · 2023 · External reference
An adaptive threshold neuron for recurrent spiking neural networks with nanodevice hardware implementation
10.1038/s41467-021-24427-8 · 2021 · External reference
Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks
10.1038/s42256-021-00397-w · 2021 · External reference
Design of artificial neurons of memristive neuromorphic networks based on biological neural dynamics and structures
10.1109/tcsi.2023.3332496 · 2024 · External reference
Biological plausibility and stochasticity in scalable VO2 active memristor neurons
10.1038/s41467-018-07052-w · 2018 · External reference
Third-order nanocircuit elements for neuromorphic engineering
10.1038/s41586-020-2735-5 · 2020 · External reference
Understanding memristive switching via in situ characterization and device modeling
10.1038/s41467-019-11411-6 · 2019 · External reference
Ag/HfOx/Pt unipolar memristor for high-efficiency logic operation
10.1021/acs.jpclett.2c01906 · 2022 · External reference
Demonstration of threshold switching in undoped SiOx layer for oscillation neurons
10.1109/ted.2024.3350550 · 2024 · External reference
Synaptic computation
10.1038/nature03010 · 2004 · External reference
Implementation of threshold- and memory-switching memristors based on electrochemical metallization in an identical ferroelectric electrolyte
10.1038/s41427-023-00481-0 · 2023 · External reference
A photoelectric spiking neuron for visual depth perception
10.1002/adma.202201895 · 2022 · External reference
Artificial LIF neuron with bursting behavior based on threshold switching device
10.1109/ted.2023.3236906 · 2023 · External reference
10.1109/iedm.2009.5424263
10.1109/iedm.2009.5424263 · External reference
Physically transient artificial neuron based on Mg/magnesium oxide threshold switching memristor
10.1109/ted.2023.3249137 · 2023 · External reference
Chalcogenide ovonic threshold switching selector
10.1360/tb-2024-0179 · 2024 · External reference
Reversible electrical switching phenomena in disordered structures
10.1103/physrevlett.21.1450 · 1968 · External reference
10.1109/iedm.2017.8268323
10.1109/iedm.2017.8268323 · External reference
10.1109/iedm19573.2019.8993448
10.1109/iedm19573.2019.8993448 · External reference
Screening switching materials with low leakage current and high thermal stability for neuromorphic computing
10.1002/aelm.202200150 · 2022 · External reference
Vertically stackable ovonic threshold switch oscillator using atomic layer deposited Ge0.6Se0.4 film for high-density artificial neural networks
10.1021/acsami.3c18625 · 2024 · External reference
Ovonic threshold switching-based artificial afferent neurons for thermal in-sensor computing
10.1039/d4mh00053f · 2024 · External reference
Simple artificial neuron using an ovonic threshold switch featuring spike-frequency adaptation and chaotic activity
10.1103/physrevapplied.13.064056 · 2020 · External reference
10.1109/iedm.2001.979636
10.1109/iedm.2001.979636 · External reference
Phase change memory applications: the history, the present and the future
10.1088/1361-6463/ab83ba · 2020 · External reference
Physical aspects of low power synapses based on phase change memory devices
10.1063/1.4749411 · 2012 · External reference
Learning of spatiotemporal patterns in a spiking neural network with resistive switching synapses
10.1126/sciadv.aat4752 · 2018 · External reference
10.1109/nmdc57951.2023.10343822
10.1109/nmdc57951.2023.10343822 · External reference
Stochastic phase-change neurons
10.1038/nnano.2016.70 · 2016 · External reference
Progress and benchmark of spiking neuron devices and circuits
10.1002/aisy.202100007 · 2021 · External reference
A self-resetting spiking phase-change neuron
10.1088/1361-6528/aab177 · 2018 · External reference
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10.1038/s41598-018-31365-x · 2018 · External reference
10.1109/nano58406.2023.10231240
10.1109/nano58406.2023.10231240 · External reference
Realizing performance balance by band offset and defect concentration engineering in HfOx/ZrOy self-rectifying memristor
10.1109/led.2025.3578071 · 2025 · External reference
Reconfigurable counterion gradient around charged metal nanoparticles enables self-rectifying and volatile artificial synapse
10.1021/acs.nanolett.5c03221 · 2025 · External reference
10.1002/smll.202503716
10.1002/smll.202503716 · External reference
Self-rectifying memristors based on epitaxial AlScN for neuromorphic computing
10.1063/5.0251575 · 2025 · External reference
10.1002/adfm.202516695
10.1002/adfm.202516695 · External reference
Concealable physical unclonable function generation and an in-memory encryption machine using vertical self-rectifying memristors
10.1039/d4nh00420e · 2024 · External reference
Superior rectification self-rectifying memristors with self-recovery capabilities enabled by GaOx/InOx heterostructures
10.1063/5.0283706 · 2025 · External reference
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10.1016/j.device.2025.100988 · External reference
Application of circuit model based on self-rectifying Al2O3/TaOx memristor and generation of physically unclonable functions
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Self-rectifying memristors with high rectification ratio for attack-resilient autonomous driving systems
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Experimental demonstration of highly reliable dynamic memristor for artificial neuron and neuromorphic computing
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A multifunctional self-rectifying memristor enabling LIF neuron and nociceptor behaviors
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Self-aware artificial auditory neuron with a triboelectric sensor for spike-based neuromorphic hardware
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A nanoscale bistable resistor for an oscillatory neural network
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A single MOSFET-based oscillator on a bulk-silicon wafer
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Highly biomimetic spiking neuron using SiGe heterojunction bipolar transistors for energy-efficient neuromorphic systems
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Mimicry of excitatory and inhibitory artificial neuron with leaky integrate-and-fire function by a single MOSFET
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A single transistor neuron with independently accessed double-gate for excitatory-inhibitory function and tunable firing threshold voltage
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Mimicking the retinal neuron functions by a photoresponsive single transistor with double-gate
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Deep learning in spiking neural networks
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Ferroelectric-based synapses and neurons for neuromorphic computing
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10.1109/fleps53764.2022.9781597 · External reference
All-in-memory brain-inspired computing using FeFET synapses
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10.1109/iedm45741.2023.10413707 · External reference
FeFET local multiply and global accumulate voltage-sensing computation-in-memory circuit design for neuromorphic computing
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Ferroelectric polymers for neuromorphic computing
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Ferroelectric FET-based implementation of Fitzhugh-Nagumo neuron model
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Optically tunable electrical oscillations in oxide-based memristors for neuromorphic computing
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Fusion of near-infrared and UV light image via artificial visual neurons based on Mott memristor
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