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Learning through ferroelectric domain dynamics in solid-state synapses

https://doi.org/10.1038/ncomms14736
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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A Memristive Nanoparticle/Organic Hybrid Synapstor for Neuroinspired Computing
inferredcites →https://doi.org/10.1021/acs.nanolett.5b00104openalex-snapshot
Depth Profiling Charge Accumulation from a Ferroelectric into a Doped Mott Insulator
inferredcites →https://doi.org/10.1021/nl073225hopenalex-snapshot
CMOS Compatible Nanoscale Nonvolatile Resistance Switching Memory
inferredcites →https://doi.org/10.1021/nl201040yopenalex-snapshot
Nanoelectronic Programmable Synapses Based on Phase Change Materials for Brain-Inspired Computing
inferredcites →https://doi.org/10.1021/nl904092hopenalex-snapshot
Nanoscale Memristor Device as Synapse in Neuromorphic Systems
inferredcites →https://doi.org/10.1021/nn401378topenalex-snapshot
Giant Electroresistance of Super-tetragonal BiFeO 3 -Based Ferroelectric Tunnel Junctions
inferredcites →https://doi.org/10.1038/81453openalex-snapshot
Synaptic plasticity: taming the beast
inferredcites →https://doi.org/10.1038/nature06932openalex-snapshot
The missing memristor found
inferredcites →https://doi.org/10.1038/nature14441openalex-snapshot
Training and operation of an integrated neuromorphic network based on metal-oxide memristors
inferredcites →https://doi.org/10.1038/nature14539openalex-snapshot
Deep learning
inferredcites →https://doi.org/10.1038/ncomms5289openalex-snapshot
Ferroelectric tunnel junctions for information storage and processing
inferredcites →https://doi.org/10.1038/nmat3070openalex-snapshot
A fast, high-endurance and scalable non-volatile memory device made from asymmetric Ta2O5−x/TaO2−x bilayer structures
inferredcites →https://doi.org/10.1038/nmat3415openalex-snapshot
A ferroelectric memristor
inferredcites →https://doi.org/10.1038/nnano.2012.240openalex-snapshot
Memristive devices for computing
inferredcites →https://doi.org/10.1038/npre.2009.3010.1openalex-snapshot
Memristance can explain Spike-Time-Dependent-Plasticity in Neural Synapses
inferredcites →https://doi.org/10.1038/srep01619openalex-snapshot
Ultrafast Synaptic Events in a Chalcogenide Memristor
inferredcites →https://doi.org/10.1038/srep05333openalex-snapshot
Novel synaptic memory device for neuromorphic computing
inferredcites →https://doi.org/10.1038/srep10150openalex-snapshot
Characterization and Modeling of Nonfilamentary Ta/TaOx/TiO2/Ti Analog Synaptic Device
inferredcites →https://doi.org/10.1038/srep10492openalex-snapshot
Data Clustering using Memristor Networks
inferredcites →https://doi.org/10.1063/1.2010605openalex-snapshot
Direct studies of domain switching dynamics in thin film ferroelectric capacitors
inferredcites →https://doi.org/10.1063/1.4864100openalex-snapshot
High-performance ferroelectric memory based on fully patterned tunnel junctions
inferredcites →https://doi.org/10.1073/pnas.0906949106openalex-snapshot
Four-dimensional address topology for circuits with stacked multilayer crossbar arrays
inferredcites →https://doi.org/10.1088/0957-4484/22/25/254001openalex-snapshot
TiO2—a prototypical memristive material
inferredcites →https://doi.org/10.1088/0957-4484/22/25/254023openalex-snapshot
Analog memory and spike-timing-dependent plasticity characteristics of a nanoscale titanium oxide bilayer resistive switching device
inferredcites →https://doi.org/10.1103/physrevb.66.214109openalex-snapshot
Non-Kolmogorov-Avrami switching kinetics in ferroelectric thin films
inferredcites →https://doi.org/10.1103/physrevb.81.140401openalex-snapshot
Ferromagnetism in multiferroic BiFeO3 films: A first-principles-based study
inferredcites →https://doi.org/10.1103/physrevlett.109.067203openalex-snapshot
Atomistic Molecular Dynamic Simulations of Multiferroics
inferredcites →https://doi.org/10.1103/physrevlett.112.147601openalex-snapshot
Ultrafast Switching of the Electric Polarization and Magnetic Chirality in BiFeO 3 by an Electric Field
inferredcites →https://doi.org/10.1103/physrevlett.99.227602openalex-snapshot
Finite-Temperature Properties of Multiferroic BiFeO3
inferredcites →https://doi.org/10.1103/physrevlett.99.267602openalex-snapshot
Domain Switching Kinetics in Disordered Ferroelectric Thin Films
inferredcites →https://doi.org/10.1109/tct.1971.1083337openalex-snapshot
Memristor-The missing circuit element
inferredcites →https://doi.org/10.1109/ted.2013.2263000openalex-snapshot
Bio-Inspired Stochastic Computing Using Binary CBRAM Synapses
inferredcites →https://doi.org/10.1126/science.1126230openalex-snapshot
Tunneling Across a Ferroelectric
inferredcites →https://doi.org/10.1126/science.275.5297.213openalex-snapshot
Regulation of Synaptic Efficacy by Coincidence of Postsynaptic APs and EPSPs
inferredcites →https://doi.org/10.1162/neco.2008.06-08-804openalex-snapshot
Competitive STDP-Based Spike Pattern Learning
inferredcites →https://doi.org/10.1523/jneurosci.18-24-10464.1998openalex-snapshot
Synaptic Modifications in Cultured Hippocampal Neurons: Dependence on Spike Timing, Synaptic Strength, and Postsynaptic Cell Type
inferredcites →https://doi.org/10.3389/fnins.2011.00026openalex-snapshot
On Spike-Timing-Dependent-Plasticity, Memristive Devices, and Building a Self-Learning Visual Cortex
inferredcites →https://doi.org/10.4324/9781410612403openalex-snapshot
The Organization of Behavior

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Synaptic behavior of a composite multiferroic heterostructure FeBSiC – PZT at resonant excitation
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Gate‐Tunable and Multidirection‐Switchable Memristive Phenomena in a Van Der Waals Ferroelectric
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Ferroelectric Tunnel Junctions: Modulations on the Potential Barrier
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Reproducible Ultrathin Ferroelectric Domain Switching for High‐Performance Neuromorphic Computing
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Configurable Resistive Response in BaTiO3 Ferroelectric Memristors via Electron Beam Radiation
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Emerging Memristive Artificial Synapses and Neurons for Energy‐Efficient Neuromorphic Computing
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Giant Ferroelectric Resistance Switching Controlled by a Modulatory Terminal for Low‐Power Neuromorphic In‐Memory Computing
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Mimicking Neuroplasticity via Ion Migration in van der Waals Layered Copper Indium Thiophosphate
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Prospect of Spintronics in Neuromorphic Computing
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An Epitaxial Ferroelectric ScAlN/GaN Heterostructure Memory
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Complete Selective Switching of Ferroelastic Domain Stripes in Multiferroic Thin Films by Tip Scanning
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All‐Electric Mimicking of Synaptic Plasticity Based on the Noncollinear Antiferromagnetic Device
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Novel Optical Functionalities in Memristors
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Recent advancements in implantable neural links based on organic synaptic transistors
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Ultrafast in‐memory computing and highly efficient deep neural networks driven by phase‐change memory materials with partially amorphous state transitions
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Neuromorphic devices based on fluorite‐structured ferroelectrics
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Unusual bendable soft molecule‐based ferroelectric crystals enabling the flexible photo‐pyroelectric detection
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Van der Waals ferroelectric semiconductor tunnel junction with ultra‐low switching voltage
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Photonic Synapses for Ultrahigh‐Speed Neuromorphic Computing
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Ferroelectric, Analog Resistive Switching in Back‐End‐of‐Line Compatible TiN/HfZrO4/TiOx Junctions
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Quantum Artificial Synapses
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Evolution of Bio‐Inspired Artificial Synapses: Materials, Structures, and Mechanisms
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Artificial Neuron and Synapse Devices Based on 2D Materials
inferred← citeshttps://doi.org/10.1002/smll.202409922openalex-snapshot
Ferroelectric Polarization Coupling Effect in BiFeO3/α‐In2Se3 Ferroelectric Field Effect Transistor for Stable Non‐volatile Memory
inferred← citeshttps://doi.org/10.1002/smtd.70937openalex-snapshot
Engineering ScAlN Polar Properties for Advanced Electronic and Synaptic Applications
inferred← citeshttps://doi.org/10.1007/978-3-030-11135-9_15openalex-snapshot
Closed-Loop Systems and In Vitro Neuronal Cultures: Overview and Applications
inferred← citeshttps://doi.org/10.1007/978-3-032-18692-8_6openalex-snapshot
Multiferroic Thin Films for Device Applications
inferred← citeshttps://doi.org/10.1007/978-3-319-99543-4_6openalex-snapshot
Materials Have Memory
inferred← citeshttps://doi.org/10.1007/978-981-15-1212-4_20openalex-snapshot
FeFETs for Neuromorphic Systems
inferred← citeshttps://doi.org/10.1007/978-981-16-5407-7_27openalex-snapshot
A Review on Pure and Semiconductor Functionalized Ferroelectric Polymer-Based Memory Devices
inferred← citeshttps://doi.org/10.1007/978-981-96-5162-7_1openalex-snapshot
Synthesis, Characterization and Applications of Multiferroic Bismuth Ferrite Based Nanostructures
inferred← citeshttps://doi.org/10.1007/s00339-018-1847-3openalex-snapshot
Diverse spike-timing-dependent plasticity based on multilevel HfO x memristor for neuromorphic computing
inferred← citeshttps://doi.org/10.1007/s00339-021-04512-xopenalex-snapshot
Non-Volatile In-Ga-Zn-O Transistors for Neuromorphic Computing
inferred← citeshttps://doi.org/10.1007/s00707-025-04241-9openalex-snapshot
Phase-field study on controlling R-phase domain structure in BiFeO3 thin films via scanning tip: effects of film thickness, tip bias and scanning speed
inferred← citeshttps://doi.org/10.1007/s10825-020-01544-zopenalex-snapshot
TCAD modeling of neuromorphic systems based on ferroelectric tunnel junctions
inferred← citeshttps://doi.org/10.1007/s11071-018-4730-zopenalex-snapshot
Memristor-based neural networks with weight simultaneous perturbation training
inferred← citeshttps://doi.org/10.1007/s11431-023-2456-1openalex-snapshot
Ferroelectric-controlled graphene plasmonic surfaces for all-optical neuromorphic vision
inferred← citeshttps://doi.org/10.1007/s11432-019-1474-3openalex-snapshot
Nonvolatile memristor based on heterostructure of 2D room-temperature ferroelectric α-In2Se3 and WSe2
inferred← citeshttps://doi.org/10.1007/s11433-019-1499-3openalex-snapshot
Spintronic devices for neuromorphic computing
inferred← citeshttps://doi.org/10.1007/s11433-024-2403-xopenalex-snapshot
Physical neural networks with self-learning capabilities
inferred← citeshttps://doi.org/10.1007/s11704-020-9001-8openalex-snapshot
Biologically inspired visual computing: the state of the art
inferred← citeshttps://doi.org/10.1007/s12274-021-3782-4openalex-snapshot
Flexible artificial synapse based on single-crystalline BiFeO3 thin film
inferred← citeshttps://doi.org/10.1007/s40820-021-00618-2openalex-snapshot
Memristive Artificial Synapses for Neuromorphic Computing
inferred← citeshttps://doi.org/10.1007/s40820-021-00784-3openalex-snapshot
Memristive Devices Based on Two-Dimensional Transition Metal Chalcogenides for Neuromorphic Computing
inferred← citeshttps://doi.org/10.1007/s40820-023-01235-xopenalex-snapshot
Artificial Intelligence Meets Flexible Sensors: Emerging Smart Flexible Sensing Systems Driven by Machine Learning and Artificial Synapses
inferred← citeshttps://doi.org/10.1007/s40843-020-1444-1openalex-snapshot
Hf0.5Zr0.5O2-based ferroelectric memristor with multilevel storage potential and artificial synaptic plasticity
inferred← citeshttps://doi.org/10.1007/s40843-020-1564-yopenalex-snapshot
Artificial nociceptor based on TiO2 nanosheet memristor
inferred← citeshttps://doi.org/10.1007/s40843-022-2237-2openalex-snapshot
Multilevel state ferroelectric La:HfO2-based memristors and their implementations in associative learning circuit and face recognition
inferred← citeshttps://doi.org/10.1007/s40843-022-2275-7openalex-snapshot
Bio-synapse behavior controlled by interface engineering in ferroelectric tunnel memristors
inferred← citeshttps://doi.org/10.1007/s40843-022-2318-9openalex-snapshot
Recent progress in ferroelectric synapses and their applications
inferred← citeshttps://doi.org/10.1016/b978-0-08-102430-0.00025-5openalex-snapshot
Ferroelectric Field Effect Transistor for Neuromorphic Applications
inferred← citeshttps://doi.org/10.1016/b978-0-08-102782-0.00001-0openalex-snapshot
Role of resistive memory devices in brain-inspired computing
inferred← citeshttps://doi.org/10.1016/b978-0-08-102782-0.00004-6openalex-snapshot
Magnetic and ferroelectric memories
inferred← citeshttps://doi.org/10.1016/b978-0-12-814629-3.00004-0openalex-snapshot
Technology and neuromorphic functionality of magnetron-sputtered memristive devices
inferred← citeshttps://doi.org/10.1016/b978-0-12-821505-0.00007-1openalex-snapshot
2D materials for neuromorphic devices
inferred← citeshttps://doi.org/10.1016/b978-0-323-85796-3.00007-xopenalex-snapshot
Nanoscale electronic synapses for neuromorphic computing
inferred← citeshttps://doi.org/10.1016/j.actamat.2021.117564openalex-snapshot
Microscopic physical origin of polarization induced large tunneling electroresistance in tetragonal-phase BiFeO3
inferred← citeshttps://doi.org/10.1016/j.aeue.2019.01.003openalex-snapshot
Low power, ultrafast synaptic plasticity in 1R-ferroelectric tunnel memristive structure for spiking neural networks
inferred← citeshttps://doi.org/10.1016/j.apmt.2022.101460openalex-snapshot
Effects of switching layer morphology on resistive switching behavior: A case study of electrochemically synthesized mixed-phase copper oxide memristive devices
inferred← citeshttps://doi.org/10.1016/j.apmt.2022.101587openalex-snapshot
A robust high-performance electronic synapse based on epitaxial ferroelectric Hf0.5Zr0.5O2 films with uniform polarization and high Curie temperature
inferred← citeshttps://doi.org/10.1016/j.apmt.2025.102628openalex-snapshot
An organic artificial synaptic memristor for neuromorphic computing
inferred← citeshttps://doi.org/10.1016/j.apsusc.2019.03.312openalex-snapshot
Towards Oxide Electronics: a Roadmap
inferred← citeshttps://doi.org/10.1016/j.apsusc.2019.04.119openalex-snapshot
Resistive switching behavior in memristors with TiO2 nanorod arrays of different dimensions
inferred← citeshttps://doi.org/10.1016/j.ccr.2026.218310openalex-snapshot
Brain-inspired neuromorphic electronics of 2D materials: synapses to hardware systems
inferred← citeshttps://doi.org/10.1016/j.ceramint.2025.01.159openalex-snapshot
Optimization of energy storage performance and switching kinetics of Bi4Ti3O12 with La/V/Fe codoping
inferred← citeshttps://doi.org/10.1016/j.chaos.2021.111587openalex-snapshot
Multilevel switching memristor by compliance current adjustment for off-chip training of neuromorphic system
inferred← citeshttps://doi.org/10.1016/j.chip.2022.100031openalex-snapshot
Advanced synaptic devices and their applications in biomimetic sensory neural system
inferred← citeshttps://doi.org/10.1016/j.chip.2023.100044openalex-snapshot
Van der Waals ferroelectric transistors: the all-round artificial synapses for high-precision neuromorphic computing
inferred← citeshttps://doi.org/10.1016/j.chip.2025.100169openalex-snapshot
Low-dimensional silicon for neuromorphic computing
inferred← citeshttps://doi.org/10.1016/j.fmre.2022.02.004openalex-snapshot
Ferroelectric artificial synapse for neuromorphic computing and flexible applications
inferred← citeshttps://doi.org/10.1016/j.fmre.2023.04.013openalex-snapshot
Ferroelectric materials for neuroinspired computing applications
inferred← citeshttps://doi.org/10.1016/j.isci.2019.05.043openalex-snapshot
Giant Electroresistance in Ferroionic Tunnel Junctions
inferred← citeshttps://doi.org/10.1016/j.isci.2020.101846openalex-snapshot
Emerging Materials for Neuromorphic Devices and Systems
inferred← citeshttps://doi.org/10.1016/j.isci.2020.101874openalex-snapshot
Highly Controllable and Silicon-Compatible Ferroelectric Photovoltaic Synapses for Neuromorphic Computing
inferred← citeshttps://doi.org/10.1016/j.isci.2020.101889openalex-snapshot
Competing memristors for brain-inspired computing
inferred← citeshttps://doi.org/10.1016/j.isci.2022.105041openalex-snapshot
Flexible strategy of epitaxial oxide thin films
inferred← citeshttps://doi.org/10.1016/j.jallcom.2024.176364openalex-snapshot
BiFeO3/SrTiO3 superlattice-like based ferroelectric memristors with pronounced artificial synaptic plasticity
inferred← citeshttps://doi.org/10.1016/j.jmat.2021.04.009openalex-snapshot
A flexible BiFeO3-based ferroelectric tunnel junction memristor for neuromorphic computing
inferred← citeshttps://doi.org/10.1016/j.jmmm.2019.04.066openalex-snapshot
Theoretical insights on the importance of anchoring vs molecular geometry in magnetic molecules acting as junctions
inferred← citeshttps://doi.org/10.1016/j.jmmm.2019.165455openalex-snapshot
Exploring the transport properties of equatorially low-coordinated erbium single ion magnets
inferred← citeshttps://doi.org/10.1016/j.materresbull.2024.112803openalex-snapshot
Artificial synaptic devices based on biomimetic electrochemistry: A review
inferred← citeshttps://doi.org/10.1016/j.mattod.2022.11.022openalex-snapshot
Bio-plausible memristive neural components towards hardware implementation of brain-like intelligence
inferred← citeshttps://doi.org/10.1016/j.mattod.2024.09.016openalex-snapshot
High-performance in domain matching epitaxial La:HfO2 film memristor for spiking neural network system application
inferred← citeshttps://doi.org/10.1016/j.mattod.2024.10.003openalex-snapshot
Multifunctional broadband artificial visual system using all-in-one two-dimensional optoelectronic transistors
inferred← citeshttps://doi.org/10.1016/j.mattod.2025.07.029openalex-snapshot
All-optically controlled artificial synaptic device for neural behavior simulation and computer vision
inferred← citeshttps://doi.org/10.1016/j.mee.2019.110988openalex-snapshot
Yttria-stabilized zirconia cross-point memristive devices for neuromorphic applications
inferred← citeshttps://doi.org/10.1016/j.micpro.2025.105240openalex-snapshot
Spike-based neuromorphic computing: An overview from bio-inspiration to hardware architectures and learning mechanisms
inferred← citeshttps://doi.org/10.1016/j.mser.2021.100622openalex-snapshot
Ultra-thin ferroelectrics
inferred← citeshttps://doi.org/10.1016/j.mser.2024.100873openalex-snapshot
Two-dimensional van der Waals ferroelectrics: A pathway to next-generation devices in memory and neuromorphic computing
inferred← citeshttps://doi.org/10.1016/j.mtchem.2022.101268openalex-snapshot
MoTe2-based low energy consumption artificial synapse for neuromorphic behavior and decimal arithmetic
inferred← citeshttps://doi.org/10.1016/j.mtphys.2021.100392openalex-snapshot
An electroforming-free, analog interface-type memristor based on a SrFeOx epitaxial heterojunction for neuromorphic computing
inferred← citeshttps://doi.org/10.1016/j.mtphys.2026.102027openalex-snapshot
Research progress of BaTiO3-based ferroelectric memristors for artificial synapse and neuromorphic computing
inferred← citeshttps://doi.org/10.1016/j.nanoen.2018.10.018openalex-snapshot
Electroluminescent synaptic devices with logic functions
inferred← citeshttps://doi.org/10.1016/j.nanoen.2022.107686openalex-snapshot
Hybrid mixed-dimensional perovskite/metal-oxide heterojunction for all-in-one opto-electric artificial synapse and retinal-neuromorphic system
inferred← citeshttps://doi.org/10.1016/j.nantod.2020.101062openalex-snapshot
Photoferroelectric perovskite solar cells: Principles, advances and insights
inferred← citeshttps://doi.org/10.1016/j.neunet.2020.11.005openalex-snapshot
Necessary conditions for STDP-based pattern recognition learning in a memristive spiking neural network
inferred← citeshttps://doi.org/10.1016/j.orgel.2021.106331openalex-snapshot
Solution-processed flexible nonvolatile organic field-effect transistor memory using polymer electret
inferred← citeshttps://doi.org/10.1016/j.physleta.2021.127138openalex-snapshot
Emulation of synaptic behavior by organic ferroelectric tunnel junctions
inferred← citeshttps://doi.org/10.1016/j.scib.2019.01.016openalex-snapshot
Two-dimensional materials for synaptic electronics and neuromorphic systems
inferred← citeshttps://doi.org/10.1016/j.scib.2026.06.005openalex-snapshot
Two-terminal ferroelectric memristors: material innovation, mechanistic breakthroughs, new opportunities for intelligent computing
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