arrow
返回

Neuromorphic computing at scale

delete2025-01-22
delete7
PRE
AI
DOI:10.1038/s41586-024-08253-8delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
神经形态计算是一种受大脑启发的硬件和算法设计方法,能够高效实现人工神经网络。神经形态设计者应用神经科学家发现的生物智能原理来设计高效的计算系统,通常针对具有尺寸、重量和功耗约束的应用。随着这一研究领域处于关键转折点,为未来大规模神经形态系统的发展规划路线至关重要。我们描述了创建可扩展神经形态架构的方法,并识别其关键特征。我们讨论了能够从扩展中受益的潜在应用以及需要解决的主要挑战。此外,我们考察了维持增长所必需的综合生态系统,以及扩展神经形态系统时面临的新机遇。我们的工作提炼了来自多个计算子领域思想,为旨在推动该领域前沿的神经形态计算研究人员和从业者提供指导。
Keyword:
NEURAL-NETWORKS
ON-CHIP
SYSTEM
ARCHITECTURE
DESIGN
LOIHI

期刊

Nature 封面图
Nature
IF:
48.5
论文数:
1.8W
被引数:
96.5W

机构

暂无机构信息
引用论文

引用论文

Event-Based Vision: A Survey基于事件视觉:一项综述
err2022-01-01
err0
errOAAI
errGuillermo Gallego; Tobi Delbruck; Garrick Orchard; Chiara Bartolozzi; Brian Taba; Andrea Censi; Stefan Leutenegger; Andrew J. Davison; Jorg Conradt; Kostas Daniilidis; Davide Scaramuzza
err分享
err收藏
A neuromorphic model of olfactory processing and sparse coding in the Drosophila larva brain
err2021-12-09
err8
errOAAI
errJuergensen, Anna-Maria; Khalili, Afshin; Chicca, Elisabetta; Indiveri, Giacomo; Nawrot, Martin Paul
err分享
err收藏
Hand-Gesture Recognition Based on EMG and Event-Based Camera Sensor Fusion: A Benchmark in Neuromorphic Computing
err2020-08-05
err115
errOAAI
errCeolini, Enea; Frenkel, Charlotte; Shrestha, Sumit Bam; Taverni, Gemma; Khacef, Lyes; Payvand, Melika; Donati, Elisa
err分享
err收藏
Backpropagation Applied to Handwritten Zip Code Recognition反向传播在手写邮政编码识别中的应用
err1989-12-01
err0
PREAI
errY. LeCun; B. Boser; J. S. Denker; D. Henderson; R. E. Howard; W. Hubbard; L. D. Jackel
err分享
err收藏
TPU v4: An Optically Reconfigurable Supercomputer for Machine Learning with Hardware Support for Embeddings
err2023-06-17
err0
errOAAI
errNorm Jouppi; George Kurian; Sheng Li; Peter Ma; Rahul Nagarajan; Lifeng Nai; Nishant Patil; Suvinay Subramanian; Andy Swing; Brian Towles; Clifford Young; Xiang Zhou; Zongwei Zhou; David A Patterson
err分享
err收藏
Integrative Benchmarking to Advance Neurally Mechanistic Models of Human Intelligence综合基准测试以推进人类智能的神经机制模型
errNEURON
IF15
err2020-11-01
err99
errOAAI
errSchrimpf, Martin; Kubilius, Jonas; Lee, Michael J.; Murty, N. Apurva Ratan; Ajemian, Robert; DiCarlo, James J.
err分享
err收藏
In situ learning using intrinsic memristor variability via Markov chain Monte Carlo sampling通过马尔可夫链蒙特卡罗采样使用本征忆阻器变异性进行原位学习
err2021-01-18
err114
PREAI
errDalgaty, Thomas; Castellani, Niccolo; Turck, Clement; Harabi, Kamel-Eddine; Querlioz, Damien; Vianello, Elisa
err分享
err收藏
学者 查看更多内容