The building blocks of a brain-inspired computer

Solving matrix equations in one step with cross-point resistive arrays

(2019) Zhong Sun et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Parallel programming of an ionic floating-gate memory array for scalable neuromorphic computing

(2019) Elliot J. Fuller et al.   SCIENCE

Low‐Conductance and Multilevel CMOS‐Integrated Nanoscale Oxide Memristors

(2019) Xia Sheng et al.   Advanced Electronic Materials

Towards artificial general intelligence with hybrid Tianjic chip architecture

(2019) Jing Pei et al.   NATURE

Integer factorization using stochastic magnetic tunnel junctions

(2019) William A. Borders et al.   NATURE

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

(2018) Miao Hu et al.   ADVANCED MATERIALS

Face recognition accuracy of forensic examiners, superrecognizers, and face recognition algorithms

(2018) P. Jonathon Phillips et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Neural-like computing with populations of superparamagnetic basis functions

(2018) Alice Mizrahi et al.   Nature Communications

Device and materials requirements for neuromorphic computing

(2018) Raisul Islam et al.   JOURNAL OF PHYSICS D-APPLIED PHYSICS

Deep learning in spiking neural networks

(2018) Amirhossein Tavanaei et al.   NEURAL NETWORKS

Spatially uniform resistance switching of low current, high endurance titanium–niobium-oxide memristors

(2017) Suhas Kumar et al.   Nanoscale

Chaotic dynamics in nanoscale NbO2 Mott memristors for analogue computing

(2017) Suhas Kumar et al.   NATURE

Overcoming catastrophic forgetting in neural networks

(2017) James Kirkpatrick et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A generative vision model that trains with high data efficiency and breaks text-based CAPTCHAs

(2017) Dileep George et al.   SCIENCE

Equilibrium Propagation: Bridging the Gap between Energy-Based Models and Backpropagation

(2017) Benjamin Scellier et al.   Frontiers in Computational Neuroscience

Physical origins of current and temperature controlled negative differential resistances in NbO2

(2017) Suhas Kumar et al.   Nature Communications

Reservoir computing using dynamic memristors for temporal information processing

(2017) Chao Du et al.   Nature Communications

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Vertex coloring of graphs via phase dynamics of coupled oscillatory networks

(2017) Abhinav Parihar et al.   Scientific Reports

High-Speed and Low-Energy Nitride Memristors

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

A Multilayer Perceptron Based Smart Pathological Brain Detection System by Fractional Fourier Entropy

(2016) Yudong Zhang et al.   JOURNAL OF MEDICAL SYSTEMS

Low-Power, Self-Rectifying, and Forming-Free Memristor with an Asymmetric Programing Voltage for a High-Density Crossbar Application

(2016) Kyung Min Kim et al.   NANO LETTERS

The chips are down for Moore’s law

(2016) M. Mitchell Waldrop   NATURE

MoS2 transistors with 1-nanometer gate lengths

(2016) S. B. Desai et al.   SCIENCE

A review of emerging non-volatile memory (NVM) technologies and applications

(2016) An Chen   SOLID-STATE ELECTRONICS

Extreme Learning Machine for Multilayer Perceptron

(2016) Jiexiong Tang et al.   IEEE Transactions on Neural Networks and Learning Systems

Voltage divider effect for the improvement of variability and endurance of TaOx memristor

(2016) Kyung Min Kim et al.   Scientific Reports

FlowSOM: Using self-organizing maps for visualization and interpretation of cytometry data

(2015) Sofie Van Gassen et al.   CYTOMETRY PART A

Object tracking based on local dynamic sparse model

(2015) Zhangjian Ji et al.   JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

A Regression Approach to Speech Enhancement Based on Deep Neural Networks

(2015) Yong Xu et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Supercomputing for the parallelization of whole genome analysis

(2014) M. J. Puckelwartz et al.   BIOINFORMATICS

To spike, or when to spike?

(2014) Robert Gütig   CURRENT OPINION IN NEUROBIOLOGY

Neurogrid: A Mixed-Analog-Digital Multichip System for Large-Scale Neural Simulations

(2014) Ben Varkey Benjamin et al.   PROCEEDINGS OF THE IEEE

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

(2014) P. A. Merolla et al.   SCIENCE

TRYGVE HAAVELMO AND THE EMERGENCE OF CAUSAL CALCULUS

(2014) Judea Pearl   ECONOMETRIC THEORY

The Desired Memristor for Circuit Designers

(2013) Shahar Kvatinsky et al.   IEEE Circuits and Systems Magazine

Integration of nanoscale memristor synapses in neuromorphic computing architectures

(2013) Giacomo Indiveri et al.   NANOTECHNOLOGY

Engineering nonlinearity into memristors for passive crossbar applications

(2012) J. Joshua Yang et al.   APPLIED PHYSICS LETTERS

Nonlinear dynamics and chaos in fractional-order neural networks

(2012) Eva Kaslik et al.   NEURAL NETWORKS

Canonical Microcircuits for Predictive Coding

(2012) Andre M. Bastos et al.   NEURON

Short-Term Memory to Long-Term Memory Transition in a Nanoscale Memristor

(2011) Ting Chang et al.   ACS Nano

Emerging memory technologies: Trends, challenges, and modeling methods

(2011) A. Makarov et al.   MICROELECTRONICS RELIABILITY

Sub-nanosecond switching of a tantalum oxide memristor

(2011) Antonio C Torrezan et al.   NANOTECHNOLOGY

Optimization hardness as transient chaos in an analog approach to constraint satisfaction

(2011) Mária Ercsey-Ravasz et al.   Nature Physics

Joint dynamic sparse representation for multi-view face recognition

(2011) Haichao Zhang et al.   PATTERN RECOGNITION

A biophysically-based neuromorphic model of spike rate- and timing-dependent plasticity

(2011) G. Rachmuth et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The World's Technological Capacity to Store, Communicate, and Compute Information

(2011) M. Hilbert et al.   SCIENCE

VLSI implementation of a 2.8 Gevent/s packet-based AER interface with routing and event sorting functionality

(2011) Stefan Scholze   Frontiers in Neuroscience

High switching endurance in TaOx memristive devices

(2010) J. Joshua Yang et al.   APPLIED PHYSICS LETTERS

Bio-Inspired Imprecise Computational Blocks for Efficient VLSI Implementation of Soft-Computing Applications

(2010) H R Mahdiani et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

Nanoscale Memristor Device as Synapse in Neuromorphic Systems

(2010) Sung Hyun Jo et al.   NANO LETTERS

MOOSE: A parallel computational framework for coupled systems of nonlinear equations

(2009) Derek Gaston et al.   NUCLEAR ENGINEERING AND DESIGN

Spike Timing–Dependent Plasticity: A Hebbian Learning Rule

(2008) Natalia Caporale et al.   Annual Review of Neuroscience

A 128$\times$128 120 dB 15 $\mu$s Latency Asynchronous Temporal Contrast Vision Sensor

(2008) Patrick Lichtsteiner et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS