Efficient and self-adaptive in-situ learning in multilayer memristor neural networks

Memristor-Based Analog Computation and Neural Network Classification with a Dot Product Engine

(2018) Miao Hu et al.   ADVANCED MATERIALS

Memristor-Based Circuit Design for Multilayer Neural Networks

(2018) Yang Zhang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

Experimental Demonstration of Feature Extraction and Dimensionality Reduction Using Memristor Networks

(2017) Shinhyun Choi et al.   NANO LETTERS

A non-volatile organic electrochemical device as a low-voltage artificial synapse for neuromorphic computing

(2017) Yoeri van de Burgt et al.   NATURE MATERIALS

Sparse coding with memristor networks

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

Training Deep Convolutional Neural Networks with Resistive Cross-Point Devices

(2017) Tayfun Gokmen et al.   Frontiers in Neuroscience

High-Speed and Low-Energy Nitride Memristors

(2016) Byung Joon Choi et al.   ADVANCED FUNCTIONAL MATERIALS

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

(2016) Wenhao Chen et al.   NANOTECHNOLOGY

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing

(2016) Zhongrui Wang et al.   NATURE MATERIALS

Stochastic phase-change neurons

(2016) Tomas Tuma et al.   Nature Nanotechnology

Acceleration of Deep Neural Network Training with Resistive Cross-Point Devices: Design Considerations

(2016) Tayfun Gokmen et al.   Frontiers in Neuroscience

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

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

(2015) M. Prezioso et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Nanoscale cation motion in TaOx, HfOx and TiOx memristive systems

(2015) Anja Wedig et al.   Nature Nanotechnology

Memristor-Based Multilayer Neural Networks With Online Gradient Descent Training

(2015) Daniel Soudry et al.   IEEE Transactions on Neural Networks and Learning Systems

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

(2014) P. A. Merolla et al.   SCIENCE

Integration of nanoscale memristor synapses in neuromorphic computing architectures

(2013) Giacomo Indiveri et al.   NANOTECHNOLOGY

Pattern classification by memristive crossbar circuits using ex situ and in situ training

(2013) Fabien Alibart et al.   Nature Communications

Memristive devices for computing

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

Metal–Oxide RRAM

(2012) H.-S. Philip Wong et al.   PROCEEDINGS OF THE IEEE

The missing memristor found

(2008) Dmitri B. Strukov et al.   NATURE