Opto-electronic memristors: Prospects and challenges in neuromorphic computing

Optoelectronic Synapses Based on Hot-Electron-Induced Chemical Processes

(2020) Pan Wang et al.   NANO LETTERS

Fully hardware-implemented memristor convolutional neural network

(2020) Peng Yao et al.   NATURE

Publisher Correction: Memory devices and applications for in-memory computing

(2020) Abu Sebastian et al.   Nature Nanotechnology

Photonic tensor cores for machine learning

(2020) Mario Miscuglio et al.   Applied Physics Reviews

In-memory computing on a photonic platform

(2019) Carlos Ríos et al.   Science Advances

Ferroelectric Analog Synaptic Transistors

(2019) Min-Kyu Kim et al.   NANO LETTERS

All-optical spiking neurosynaptic networks with self-learning capabilities

(2019) J. Feldmann et al.   NATURE

Processing data where it makes sense: Enabling in-memory computation

(2019) Onur Mutlu et al.   MICROPROCESSORS AND MICROSYSTEMS

Plasmonic nanogap enhanced phase-change devices with dual electrical-optical functionality

(2019) Nikolaos Farmakidis et al.   Science Advances

Atomic Scale Photodetection Enabled by a Memristive Junction

(2018) Alexandros Emboras et al.   ACS Nano

Device-Level Photonic Memories and Logic Applications Using Phase-Change Materials

(2018) Zengguang Cheng et al.   ADVANCED MATERIALS

Deep learning with long short-term memory networks for financial market predictions

(2018) Thomas Fischer et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

An Artificial Neuron Based on a Threshold Switching Memristor

(2018) Xumeng Zhang et al.   IEEE ELECTRON DEVICE LETTERS

Optically reversible electrical soft-breakdown in wide-bandgap oxides—A factorial study

(2018) Y. Zhou et al.   JOURNAL OF APPLIED PHYSICS

SiGe epitaxial memory for neuromorphic computing with reproducible high performance based on engineered dislocations

(2018) Shinhyun Choi et al.   NATURE MATERIALS

Neuro-Inspired Computing With Emerging Nonvolatile Memorys

(2018) Shimeng Yu   PROCEEDINGS OF THE IEEE

Electrically Controlled Nano and Micro Actuation in Memristive Switching Devices with On-Chip Gas Encapsulation

(2018) Dean Kos et al.   Small

Fast and reliable storage using a 5  bit, nonvolatile photonic memory cell

(2018) Xuan Li et al.   Optica

Origami: A 803-GOp/s/W Convolutional Network Accelerator

(2017) Lukas Cavigelli et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Sparse coding with memristor networks

(2017) Patrick M. Sheridan et al.   Nature Nanotechnology

Face classification using electronic synapses

(2017) Peng Yao et al.   Nature Communications

On-chip photonic synapse

(2017) Zengguang Cheng et al.   Science Advances

3D Ta/TaOx/TiO2/Ti synaptic array and linearity tuning of weight update for hardware neural network applications

(2016) I-Ting Wang et al.   NANOTECHNOLOGY

A CMOS-compatible electronic synapse device based on Cu/SiO2/W programmable metallization cells

(2016) Wenhao Chen et al.   NANOTECHNOLOGY

Stochastic phase-change neurons

(2016) Tomas Tuma et al.   Nature Nanotechnology

Recent progress in semiconductor excitable lasers for photonic spike processing

(2016) Paul R. Prucnal et al.   Advances in Optics and Photonics

Experimental Demonstration and Tolerancing of a Large-Scale Neural Network (165 000 Synapses) Using Phase-Change Memory as the Synaptic Weight Element

(2015) Geoffrey W. Burr et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Atomic Scale Plasmonic Switch

(2015) Alexandros Emboras et al.   NANO LETTERS

Training and operation of an integrated neuromorphic network based on metal-oxide memristors

(2015) M. Prezioso et al.   NATURE

Electronic system with memristive synapses for pattern recognition

(2015) Sangsu Park et al.   Scientific Reports

A reconfigurable on-line learning spiking neuromorphic processor comprising 256 neurons and 128K synapses

(2015) Ning Qiao et al.   Frontiers in Neuroscience

A million spiking-neuron integrated circuit with a scalable communication network and interface

(2014) P. A. Merolla et al.   SCIENCE

Experimental demonstration of reservoir computing on a silicon photonics chip

(2014) Kristof Vandoorne et al.   Nature Communications

A systematic approach to identify novel cancer drug targets using machine learning, inhibitor design and high-throughput screening

(2014) Jouhyun Jeon et al.   Genome Medicine

Nanoscale electronic synapses using phase change devices

(2013) Bryan L. Jackson et al.   ACM Journal on Emerging Technologies in Computing Systems

Sub-volt broadband hybrid plasmonic-vanadium dioxide switches

(2013) Arash Joushaghani et al.   APPLIED PHYSICS LETTERS

A Leaky Integrate-and-Fire Laser Neuron for Ultrafast Cognitive Computing

(2013) Mitchell A. Nahmias et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Nanoscale Plasmonic Memristor with Optical Readout Functionality

(2013) Alexandros Emboras et al.   NANO LETTERS

Synaptic electronics: materials, devices and applications

(2013) Duygu Kuzum et al.   NANOTECHNOLOGY

Finding a roadmap to achieve large neuromorphic hardware systems

(2013) Jennifer Hasler et al.   Frontiers in Neuroscience

A scalable neuristor built with Mott memristors

(2012) Matthew D. Pickett et al.   NATURE MATERIALS

Memristive devices for computing

(2012) J. Joshua Yang et al.   Nature Nanotechnology

Gd-doping effect on performance of HfO2 based resistive switching memory devices using implantation approach

(2011) Haowei Zhang et al.   APPLIED PHYSICS LETTERS

A Functional Hybrid Memristor Crossbar-Array/CMOS System for Data Storage and Neuromorphic Applications

(2011) Kuk-Hwan Kim et al.   NANO LETTERS

Ionic doping effect in ZrO2 resistive switching memory

(2010) Haowei Zhang et al.   APPLIED PHYSICS LETTERS

Modeling Spiking Neural Networks on SpiNNaker

(2010) Xin Jin et al.   COMPUTING IN SCIENCE & ENGINEERING

‘Memristive’ switches enable ‘stateful’ logic operations via material implication

(2010) Julien Borghetti et al.   NATURE

Nanoscale Three-Dimensional Patterning of Molecular Resists by Scanning Probes

(2010) D. Pires et al.   SCIENCE

The missing memristor found

(2008) Dmitri B. Strukov et al.   NATURE