Brain-inspired computing needs a master plan

A Mehonic, AJ Kenyon - Nature, 2022 - nature.com
New computing technologies inspired by the brain promise fundamentally different ways to
process information with extreme energy efficiency and the ability to handle the avalanche of …

Neuro-inspired computing chips

W Zhang, B Gao, J Tang, P Yao, S Yu, MF Chang… - Nature …, 2020 - nature.com
The rapid development of artificial intelligence (AI) demands the rapid development of
domain-specific hardware specifically designed for AI applications. Neuro-inspired …

Advancing neuromorphic computing with loihi: A survey of results and outlook

M Davies, A Wild, G Orchard… - Proceedings of the …, 2021 - ieeexplore.ieee.org
Deep artificial neural networks apply principles of the brain's information processing that led
to breakthroughs in machine learning spanning many problem domains. Neuromorphic …

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 …

An elastic and reconfigurable synaptic transistor based on a stretchable bilayer semiconductor

H Shim, F Ershad, S Patel, Y Zhang, B Wang… - Nature …, 2022 - nature.com
Neurons of the ventral tegmental area of the brain contain single axon terminals that release
excitatory and inhibitory neurotransmitters, creating reconfigurable synaptic behaviour …

Memory devices and applications for in-memory computing

A Sebastian, M Le Gallo, R Khaddam-Aljameh… - Nature …, 2020 - nature.com
Traditional von Neumann computing systems involve separate processing and memory
units. However, data movement is costly in terms of time and energy and this problem is …

Embodied neuromorphic intelligence

C Bartolozzi, G Indiveri, E Donati - Nature communications, 2022 - nature.com
The design of robots that interact autonomously with the environment and exhibit complex
behaviours is an open challenge that can benefit from understanding what makes living …

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 …

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 …

Electrochemical‐Memristor‐Based Artificial Neurons and Synapses—Fundamentals, Applications, and Challenges

S Chen, T Zhang, S Tappertzhofen, Y Yang… - Advanced …, 2023 - Wiley Online Library
Artificial neurons and synapses are considered essential for the progress of the future brain‐
inspired computing, based on beyond von Neumann architectures. Here, a discussion on …