神经形态硬件如何获得类似大脑的功能能力？
How can neuromorphic hardware attain brain-like functional capabilities?
作者信息
Maass Wolfgang
机构信息
Computer Science and Biomedical Engineering, Graz University of Technology, Austria.
出版信息
Natl Sci Rev. 2023 Dec 1;11(5):nwad301. doi: 10.1093/nsr/nwad301. eCollection 2024 May.
Abstract
The author provides 4 design principles of how to make cortical microcircuits into neuromorphic hardwares, shedding light for the next generation neuromorphic hardware design.
摘要
作者提供了关于如何将皮质微电路制造成神经形态硬件的4条设计原则，为下一代神经形态硬件设计提供了思路。
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1
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Neuron. 2023 Sep 20;111(18):2918-2928.e8. doi: 10.1016/j.neuron.2023.08.015. Epub 2023 Sep 13.
2
A data-based large-scale model for primary visual cortex enables brain-like robust and versatile visual processing.一种基于数据的初级视觉皮层大规模模型实现了类似大脑的强大且通用的视觉处理。
Sci Adv. 2022 Nov 4;8(44):eabq7592. doi: 10.1126/sciadv.abq7592. Epub 2022 Nov 2.
3
Local connectivity and synaptic dynamics in mouse and human neocortex.小鼠和人类大脑新皮层的局部连接和突触动力学。
Science. 2022 Mar 11;375(6585):eabj5861. doi: 10.1126/science.abj5861.
4
Circuit mechanisms for cortical plasticity and learning.皮质可塑性和学习的电路机制。
Semin Cell Dev Biol. 2022 May;125:68-75. doi: 10.1016/j.semcdb.2021.07.012. Epub 2021 Jul 28.
5
Systematic Integration of Structural and Functional Data into Multi-scale Models of Mouse Primary Visual Cortex.系统整合结构和功能数据到鼠初级视觉皮层的多尺度模型中。
Neuron. 2020 May 6;106(3):388-403.e18. doi: 10.1016/j.neuron.2020.01.040. Epub 2020 Mar 5.
6
A critique of pure learning and what artificial neural networks can learn from animal brains.对纯粹学习的批判，以及人工神经网络可以从动物大脑中学到什么。
Nat Commun. 2019 Aug 21;10(1):3770. doi: 10.1038/s41467-019-11786-6.
7
The neocortical circuit: themes and variations.新皮层回路：主题与变奏。
Nat Neurosci. 2015 Feb;18(2):170-81. doi: 10.1038/nn.3917. Epub 2015 Jan 27.
8
Complexity and coherency: integrating information in the brain.复杂性与连贯性：大脑中的信息整合
Trends Cogn Sci. 1998 Dec 1;2(12):474-84. doi: 10.1016/s1364-6613(98)01259-5.
9
Neuronal circuits of the neocortex.新皮质的神经回路。
Annu Rev Neurosci. 2004;27:419-51. doi: 10.1146/annurev.neuro.27.070203.144152.
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