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2D-Material-Based Volatile and Nonvolatile Memristive Devices for Neuromorphic Computing

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Three-Dimensional Crossbar Arrays of Self-rectifying Si/SiO2/Si Memristors
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Synergistic functionalization of h-BN by mechanical exfoliation and PEI chemical modification for enhancing the corrosion resistance of waterborne epoxy coating
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Refining the Negative Differential Resistance Effect in a TiOx-Based Memristor
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Electric-Field-Induced Reversible Phase Transitions in a Spontaneously Ion-Intercalated 2D Metal Oxide
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Exploring Low Power and Ultrafast Memristor on p-Type van der Waals SnS
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CuInP 2 S 6 Room Temperature Layered Ferroelectric
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Room Temperature Semiconductor–Metal Transition of MoTe2 Thin Films Engineered by Strain
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Electrically Tunable Valley-Light Emitting Diode (vLED) Based on CVD-Grown Monolayer WS2
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Vertical MoS 2 Double-Layer Memristor with Electrochemical Metallization as an Atomic-Scale Synapse with Switching Thresholds Approaching 100 mV
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Ferroelectric Analog Synaptic Transistors
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Ultralow Power Consumption and Large Dynamic Range Synaptic Transistor Based on α-In2Se3 Nanosheets
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Sulfur-Doped Black Phosphorus Field-Effect Transistors with Enhanced Stability
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Dual-Gated MoS 2 Neuristor for Neuromorphic Computing
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Robust Ag/ZrO 2 /WS 2 /Pt Memristor for Neuromorphic Computing
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Flexible Artificial Sensory Systems Based on Neuromorphic Devices
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Asymmetric Ferroelectric-Gated Two-Dimensional Transistor Integrating Self-Rectifying Photoelectric Memory and Artificial Synapse
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Growth and Optical Properties of High-Quality Monolayer WS 2 on Graphite
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Chemical Vapor Deposition Growth of Monolayer WSe 2 with Tunable Device Characteristics and Growth Mechanism Study
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Highly Stable, Dual-Gated MoS2Transistors Encapsulated by Hexagonal Boron Nitride with Gate-Controllable Contact, Resistance, and Threshold Voltage
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Chemically Tailoring Semiconducting Two-Dimensional Transition Metal Dichalcogenides and Black Phosphorus
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Mimicking Neurotransmitter Release in Chemical Synapses via Hysteresis Engineering in MoS2 Transistors
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Ferroelectric Field-Effect Transistors Based on MoS 2 and CuInP 2 S 6 Two-Dimensional van der Waals Heterostructure
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MoS 2 Memristors Exhibiting Variable Switching Characteristics toward Biorealistic Synaptic Emulation
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Robust Piezo-Phototronic Effect in Multilayer γ-InSe for High-Performance Self-Powered Flexible Photodetectors
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Photoluminescence Properties of Graphene versus Other Carbon Nanomaterials
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Phase Change Materials and Their Application to Nonvolatile Memories
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Half-Unit-Cell α-Fe 2 O 3 Semiconductor Nanosheets with Intrinsic and Robust Ferromagnetism
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Nanoscale Memristor Device as Synapse in Neuromorphic Systems
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Evaluation of Solution-Processed Reduced Graphene Oxide Films as Transparent Conductors
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Van der Waals heterostructures and devices
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Synaptic computation
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Conductive two-dimensional titanium carbide ‘clay’ with high volumetric capacitance
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Structural phase transition in monolayer MoTe2 driven by electrostatic doping
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Multi-terminal memtransistors from polycrystalline monolayer molybdenum disulfide
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Room-temperature ferroelectricity in CuInP2S6 ultrathin flakes
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Observation of conducting filament growth in nanoscale resistive memories
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Pits confined in ultrathin cerium(IV) oxide for studying catalytic centers in carbon monoxide oxidation
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Ultrathin rhodium nanosheets
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Wet-chemical synthesis and applications of non-layer structured two-dimensional nanomaterials
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Vertical and in-plane heterostructures from WS2/MoS2 monolayers
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Electronics and optoelectronics of two-dimensional transition metal dichalcogenides
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Memristive devices for computing
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Black phosphorus field-effect transistors
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Photonics and optoelectronics of 2D semiconductor transition metal dichalcogenides
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Dirac cones reshaped by interaction effects in suspended graphene
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Reservoir computing using dynamic memristors for temporal information processing
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Efficient and self-adaptive in-situ learning in multilayer memristor neural networks
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Room-temperature ferroelectricity in MoTe2 down to the atomic monolayer limit
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Memristor networks for real-time neural activity analysis
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Oxidation-boosted charge trapping in ultra-sensitive van der Waals materials for artificial synaptic features
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Dynamic memristor-based reservoir computing for high-efficiency temporal signal processing
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Ionic modulation and ionic coupling effects in MoS2 devices for neuromorphic computing
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Memristive crossbar arrays for brain-inspired computing
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Dimensional tailoring of hybrid perovskites for photovoltaics
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Ferroelectric switching of a two-dimensional metal
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Towards spike-based machine intelligence with neuromorphic computing
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Fully hardware-implemented memristor convolutional neural network
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Hall sensors batch-fabricated on all-CVD h-BN/graphene/h-BN heterostructures
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Impact of Synaptic Device Variations on Pattern Recognition Accuracy in a Hardware Neural Network
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Optoelectronic synapse using monolayer MoS2 field effect transistors
inferredcites →https://doi.org/10.1038/s41598-022-09873-8openalex-snapshot
Graphene–oxide interface for optoelectronic synapse application
inferredcites →https://doi.org/10.1038/s41699-017-0044-0openalex-snapshot
Studies of two-dimensional h-BN and MoS2 for potential diffusion barrier application in copper interconnect technology
inferredcites →https://doi.org/10.1038/s41699-019-0114-6openalex-snapshot
Graphene–ferroelectric transistors as complementary synapses for supervised learning in spiking neural network
inferredcites →https://doi.org/10.1038/s41699-022-00295-8openalex-snapshot
Engineering MoSe2/MoS2 heterojunction traps in 2D transistors for multilevel memory, multiscale display, and synaptic functions
inferredcites →https://doi.org/10.1038/s41928-018-0118-9openalex-snapshot
Electronic synapses made of layered two-dimensional materials
inferredcites →https://doi.org/10.1038/s41928-019-0313-3openalex-snapshot
Temporal data classification and forecasting using a memristor-based reservoir computing system
inferredcites →https://doi.org/10.1038/s41928-022-00847-2openalex-snapshot
An optoelectronic synapse based on α-In2Se3 with controllable temporal dynamics for multimode and multiscale reservoir computing
inferredcites →https://doi.org/10.1038/srep19830openalex-snapshot
Tinselenidene: a Two-dimensional Auxetic Material with Ultralow Lattice Thermal Conductivity and Ultrahigh Hole Mobility
inferredcites →https://doi.org/10.1038/srep20343openalex-snapshot
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inferredcites →https://doi.org/10.1039/c0nr00323aopenalex-snapshot
2D materials: to graphene and beyond
inferredcites →https://doi.org/10.1039/c1nr10803dopenalex-snapshot
Atomically thin layers of MoS 2 via a two step thermal evaporation–exfoliation method
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inferredcites →https://doi.org/10.1039/c3nr01178jopenalex-snapshot
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inferredcites →https://doi.org/10.1039/c5nr01672jopenalex-snapshot
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inferredcites →https://doi.org/10.1039/c7nr08941dopenalex-snapshot
Substrate modified thermal stability of mono- and few-layer MoS 2
inferredcites →https://doi.org/10.1039/c8cs00649kopenalex-snapshot
Topochemical synthesis of 2D materials
inferredcites →https://doi.org/10.1039/c8nr02843eopenalex-snapshot
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inferredcites →https://doi.org/10.1039/c8nr07133kopenalex-snapshot
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inferredcites →https://doi.org/10.1039/c8sc02609bopenalex-snapshot
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inferredcites →https://doi.org/10.1039/c8tc00530copenalex-snapshot
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inferredcites →https://doi.org/10.1039/c9nr02886bopenalex-snapshot
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inferredcites →https://doi.org/10.1039/c9nr03073eopenalex-snapshot
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inferredcites →https://doi.org/10.1039/c9nr08542dopenalex-snapshot
Recent progress and advances in the environmental applications of MXene related materials
inferredcites →https://doi.org/10.1039/c9tc06865aopenalex-snapshot
Recent progress in silver nanowire networks for flexible organic electronics
inferredcites →https://doi.org/10.1039/d0nr03724aopenalex-snapshot
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inferredcites →https://doi.org/10.1039/d1nh00481fopenalex-snapshot
Versatile memristor for memory and neuromorphic computing
inferredcites →https://doi.org/10.1039/d1nr06680copenalex-snapshot
Emerging dynamic memristors for neuromorphic reservoir computing
inferredcites →https://doi.org/10.1039/d1ta03070aopenalex-snapshot
Recent advances in 2D MXenes: preparation, intercalation and applications in flexible devices
inferredcites →https://doi.org/10.1039/d2nr04530copenalex-snapshot
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inferredcites →https://doi.org/10.1049/el.2013.1302openalex-snapshot
Resistive switching characteristics in printed Cu/CuO/(AgO)/Ag memristors
inferredcites →https://doi.org/10.1063/1.4729915openalex-snapshot
Three-terminal ferroelectric synapse device with concurrent learning function for artificial neural networks
inferredcites →https://doi.org/10.1063/1.4955042openalex-snapshot
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inferredcites →https://doi.org/10.1063/1.4961709openalex-snapshot
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inferredcites →https://doi.org/10.1063/1.4967967openalex-snapshot
A reliable way of mechanical exfoliation of large scale two dimensional materials with high quality
inferredcites →https://doi.org/10.1063/1.4985165openalex-snapshot
Field-induced nucleation in threshold switching characteristics of electrochemical metallization devices
inferredcites →https://doi.org/10.1063/1.5108562openalex-snapshot
Ferroelectric materials for neuromorphic computing
inferredcites →https://doi.org/10.1063/1.5115183openalex-snapshot
Physical reservoir computing using magnetic skyrmion memristor and spin torque nano-oscillator
inferredcites →https://doi.org/10.1063/1.5131733openalex-snapshot
Threshold switching of non-stoichiometric CuO nanowire for selector application
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What points at this work

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

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Direct Observation of Conductive Filaments from 3d Views in Memristive Devices Based on 2d Sio2: Formation, Dissolution, and Vaporization
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Dynamic Memristors for Temporal Signal Processing
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Redox‐Active Polyaniline Covalently grafted Black Phosphorus Nanosheets for Integrated Digital‐Analogue Memristors
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2D Materials for Neuron Devices and Neuromorphic Computing
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Recent Developments on Novel 2D Materials for Emerging Neuromorphic Computing Devices
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inferred← citeshttps://doi.org/10.1016/j.apsusc.2025.163833openalex-snapshot
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Brain-inspired neuromorphic electronics of 2D materials: synapses to hardware systems
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Nonlinear dynamics and sliding mode control for global fixed-time synchronization of a novel 2 × 2 memristor-based cellular neural network
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Memristor-based spiking neural networks: cooperative development of neural network architecture/algorithms and memristors
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2D Ferroelectrics and ferroelectrics with 2D: Materials and device prospects
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Nonvolatile and volatile resistive switching characteristics in MoS2 thin film for RRAM application
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Defect-mediated resistive switching in thin multilayer hexagonal boron nitride: A first principles study of charge state modulation
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Monte Carlo investigation of magnetism and reentrance in Kagome-Graphene nanostructures
inferred← citeshttps://doi.org/10.1016/j.sse.2025.109129openalex-snapshot
Achieving long-term and short-term synaptic plasticity in adaptive ANNs: A memristor circuit design with switchable dual-mode
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Novel 2D MXene-based materials in memristors: Fundamentals, resistive switching properties and applications
inferred← citeshttps://doi.org/10.1016/j.surfin.2026.110445openalex-snapshot
Defect-induced highly energy-efficient broadband optoelectronic synapse and its reversibility toward fast photodetection in multilayer MoS2
inferred← citeshttps://doi.org/10.1016/j.xcrp.2024.102219openalex-snapshot
ZnO@ZIF-8 heteronanostructures for advanced neuromorphic synaptic devices
inferred← citeshttps://doi.org/10.1021/acs.chemrev.4c00071openalex-snapshot
Proton Conducting Neuromorphic Materials and Devices
inferred← citeshttps://doi.org/10.1021/acs.jpclett.3c01711openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acs.nanolett.3c03926openalex-snapshot
Nonvolatile Memristive Effect in Few-Layer CrI3 Driven by Electrostatic Gating
inferred← citeshttps://doi.org/10.1021/acsaelm.3c01274openalex-snapshot
Design of Mixed-Dimensional QDs/MoS2/TiO2 Heterostructured Resistive Random-Access Memory with Interfacial Analog Switching Characteristics for Potential Neuromorphic Computing
inferred← citeshttps://doi.org/10.1021/acsaelm.4c00428openalex-snapshot
From Oxides to 2D Materials: Advancing Memristor Technologies for Energy-Efficient Neuromorphic Computing
inferred← citeshttps://doi.org/10.1021/acsaelm.6c01165openalex-snapshot
Amorphous Erbium Oxide (Er2O3) Memristors with Highly Linear Weight Updates for Artificial Synapses
inferred← citeshttps://doi.org/10.1021/acsaelm.6c01818openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acsaem.5c02467openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acsami.4c12583openalex-snapshot
Organic Optoelectronic Synaptic Transistor with Enhanced UV Light Response Based on Insulating Polymer-Assisted p–n Heterojunction
inferred← citeshttps://doi.org/10.1021/acsami.4c14910openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acsanm.4c04769openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acsnano.4c02278openalex-snapshot
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inferred← citeshttps://doi.org/10.1021/acsnano.4c18846openalex-snapshot
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inferred← citeshttps://doi.org/10.1038/s41378-025-01074-3openalex-snapshot
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inferred← citeshttps://doi.org/10.1038/s41578-025-00886-zopenalex-snapshot
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inferred← citeshttps://doi.org/10.1038/s41699-024-00465-wopenalex-snapshot
Atomistic description of conductive bridge formation in two-dimensional material based memristor
inferred← citeshttps://doi.org/10.1038/s44335-025-00023-7openalex-snapshot
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inferred← citeshttps://doi.org/10.1039/d5nr03974fopenalex-snapshot
MoSe 2 /SWNT core–shell hybrids with space-charge-limited conduction and nonlinear dynamics for in-materio physical reservoir computing
inferred← citeshttps://doi.org/10.1039/d5tc02077hopenalex-snapshot
Broadband photodetection and artificial visual synapses enabled by the photovoltaic and photoconductive effects of 2H-MoTe 2 /WSe 2 heterojunction
inferred← citeshttps://doi.org/10.1063/5.0165837openalex-snapshot
Two-dimensional van der Waals ferroelectric field-effect transistors toward nonvolatile memory and neuromorphic computing
inferred← citeshttps://doi.org/10.1088/1674-4926/26050022openalex-snapshot
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inferred← citeshttps://doi.org/10.1088/2634-4386/ae006copenalex-snapshot
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inferred← citeshttps://doi.org/10.1109/jlt.2024.3449888openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/nmdc57951.2023.10344142openalex-snapshot
Novel materials and methods for fabricating memristors for use in RF applications
inferred← citeshttps://doi.org/10.1109/ted.2025.3575739openalex-snapshot
In-Sensor Computing With 2-D Semiconductor Optoelectronics: A Review
inferred← citeshttps://doi.org/10.1149/2162-8777/ad3365openalex-snapshot
Stability Enhancement in Copper-Doped Iron Oxide Resistive Random Access Memory via RF Co-Sputtering
inferred← citeshttps://doi.org/10.1371/journal.pone.0318009openalex-snapshot
Low-power artificial neuron networks with enhanced synaptic functionality using dual transistor and dual memristor
inferred← citeshttps://doi.org/10.1557/s43577-024-00819-1openalex-snapshot
Dynamic memristor for bioinspired sensory memory
inferred← citeshttps://doi.org/10.1587/nolta.15.811openalex-snapshot
Development in memristor-based spiking neural network
inferred← citeshttps://doi.org/10.18280/ijcmem.120203openalex-snapshot
Exploring FPGA Implementation and Emulation of Memristor Devices
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