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 …

Towards spike-based machine intelligence with neuromorphic computing

K Roy, A Jaiswal, P Panda - Nature, 2019 - nature.com
Guided by brain-like 'spiking'computational frameworks, neuromorphic computing—brain-
inspired computing for machine intelligence—promises to realize artificial intelligence while …

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 …

Exploring neuromorphic computing based on spiking neural networks: Algorithms to hardware

N Rathi, I Chakraborty, A Kosta, A Sengupta… - ACM Computing …, 2023 - dl.acm.org
Neuromorphic Computing, a concept pioneered in the late 1980s, is receiving a lot of
attention lately due to its promise of reducing the computational energy, latency, as well as …

Neuromorphic engineering: In memory of misha mahowald

C Mead - Neural Computation, 2023 - direct.mit.edu
We review the coevolution of hardware and software dedicated to neuromorphic systems.
From modest beginnings, these disciplines have become central to the larger field of …

[图书][B] Neuromorphic Engineering: The Scientist's, Algorithms Designer's and Computer Architect's Perspectives on Brain-Inspired Computing

EE Tsur - 2021 - taylorfrancis.com
The brain is not a glorified digital computer. It does not store information in registers, and it
does not mathematically transform mental representations to establish perception or …

Neuromorphic computing gets ready for the (really) big time

D Monroe - 2014 - dl.acm.org
Neuromorphic computing gets ready for the (really) big time Page 1 news JUNE 2014 | VOL. 57
| NO. 6 | COMMUNICATIONS OF THE ACM 13 IMA GE COUR TE S Y OF F A CET S PROJE CT …

Frontiers in neuromorphic engineering

G Indiveri, TK Horiuchi - Frontiers in neuroscience, 2011 - frontiersin.org
Neurobiological processing systems are remarkable computational devices. They use slow,
stochastic, and inhomogeneous computing elements and yet they outperform today's most …

[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 on neuromorphic computing: Models and hardware

A Shrestha, H Fang, Z Mei, DP Rider… - IEEE Circuits and …, 2022 - ieeexplore.ieee.org
The explosion of “big data” applications imposes severe challenges of speed and scalability
on traditional computer systems. As the performance of traditional Von Neumann machines …