[HTML][HTML] Opportunities for neuromorphic computing algorithms and applications

CD Schuman, SR Kulkarni, M Parsa… - Nature Computational …, 2022 - nature.com
Neuromorphic computing technologies will be important for the future of computing, but
much of the work in neuromorphic computing has focused on hardware development. Here …

A survey of neuromorphic computing and neural networks in hardware

CD Schuman, TE Potok, RM Patton, JD Birdwell… - arXiv preprint arXiv …, 2017 - arxiv.org
Neuromorphic computing has come to refer to a variety of brain-inspired computers, devices,
and models that contrast the pervasive von Neumann computer architecture. This …

A review of non-cognitive applications for neuromorphic computing

JB Aimone, P Date, GA Fonseca-Guerra… - Neuromorphic …, 2022 - iopscience.iop.org
Though neuromorphic computers have typically targeted applications in machine learning
and neuroscience ('cognitive'applications), they have many computational characteristics …

Benchmarks for progress in neuromorphic computing

M Davies - Nature Machine Intelligence, 2019 - nature.com
No one would accuse neuromorphic computing of lacking ambition. With a mission to
decipher the multitude of secrets nature deploys to achieve unrivalled efficiency and …

Large-scale neuromorphic computing systems

S Furber - Journal of neural engineering, 2016 - iopscience.iop.org
Neuromorphic computing covers a diverse range of approaches to information processing
all of which demonstrate some degree of neurobiological inspiration that differentiates them …

Reconfigurable Neuromorphic Computing: Materials, Devices, and Integration

M Xu, X Chen, Y Guo, Y Wang, D Qiu, X Du… - Advanced …, 2023 - Wiley Online Library
Neuromorphic computing has been attracting ever‐increasing attention due to superior
energy efficiency, with great promise to promote the next wave of artificial general …

Neuromorphic computing based on emerging memory technologies

B Rajendran, F Alibart - … on Emerging and Selected Topics in …, 2016 - ieeexplore.ieee.org
In this paper, we review some of the novel emerging memory technologies and how they
can enable energy-efficient implementation of large neuromorphic computing systems. We …

The TENNLab exploratory neuromorphic computing framework

JS Plank, CD Schuman, G Bruer… - IEEE Letters of the …, 2018 - ieeexplore.ieee.org
Spiking, neuromorphic computing systems are in a period of active exploration by the
computing community. While they feature computational expressiveness beyond both von …

2022 roadmap on neuromorphic computing and engineering

DV Christensen, R Dittmann… - Neuromorphic …, 2022 - iopscience.iop.org
Modern computation based on von Neumann architecture is now a mature cutting-edge
science. In the von Neumann architecture, processing and memory units are implemented …

Neuromorphic computing with memristive devices

W Ma, MA Zidan, WD Lu - Science China Information Sciences, 2018 - Springer
Technology advances in the last a few decades have resulted in profound changes in our
society, from workplaces to living rooms to how we socialize with each other. These changes …