Editorial: Understanding and bridging the gap between neuromorphic computing and machine learning, volume II

被引：0

作者：

Deng, Lei ^{[1
]}

Tang, Huajin ^{[2
,3
]}

Roy, Kaushik ^{[4
]}

机构：

[1] Tsinghua Univ, Ctr Brain Inspired Comp Res, Dept Precis Instrument, Beijing, Peoples R China

[2] Zhejiang Univ, Coll Comp Sci & Technol, State Key Lab Brain Machine Intelligence, Hangzhou, Peoples R China

[3] Zhejiang Univ, MOE Frontier Sci Ctr Brain Sci & Brain Machine Int, Hangzhou, Peoples R China

[4] Purdue Univ, Dept Elect & Comp Engn, W Lafayette, IN USA

来源：

FRONTIERS IN COMPUTATIONAL NEUROSCIENCE | 2024年 / 18卷

基金：

中国国家自然科学基金;

关键词：

spiking neural networks; neuromorphic computing; neuromorphic hardware; artificial neural networks; machine learning;

D O I：

10.3389/fncom.2024.1455530

中图分类号：

Q [生物科学];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

引用

页数：4

共 15 条

[1]

Basu A., 2022, 2022 IEEE CUSTOM INT, P1

[2] 2022 roadmap on neuromorphic computing and engineering [J].

Christensen, Dennis, V ;

Dittmann, Regina ;

Linares-Barranco, Bernabe ;

Sebastian, Abu ;

Le Gallo, Manuel ;

Redaelli, Andrea ;

Slesazeck, Stefan ;

Mikolajick, Thomas ;

Spiga, Sabina ;

Menzel, Stephan ;

Valov, Ilia ;

Milano, Gianluca ;

Ricciardi, Carlo ;

Liang, Shi-Jun ;

Miao, Feng ;

Lanza, Mario ;

Quill, Tyler J. ;

Keene, Scott T. ;

Salleo, Alberto ;

Grollier, Julie ;

Markovic, Danijela ;

Mizrahi, Alice ;

Yao, Peng ;

Yang, J. Joshua ;

Indiveri, Giacomo ;

Strachan, John Paul ;

Datta, Suman ;

Vianello, Elisa ;

Valentian, Alexandre ;

Feldmann, Johannes ;

Li, Xuan ;

Pernice, Wolfram H. P. ;

Bhaskaran, Harish ;

Furber, Steve ;

Neftci, Emre ;

Scherr, Franz ;

Maass, Wolfgang ;

Ramaswamy, Srikanth ;

Tapson, Jonathan ;

Panda, Priyadarshini ;

Kim, Youngeun ;

Tanaka, Gouhei ;

Thorpe, Simon ;

Bartolozzi, Chiara ;

Cleland, Thomas A. ;

Posch, Christoph ;

Liu, Shihchii ;

Panuccio, Gabriella ;

Mahmud, Mufti ;

Mazumder, Arnab Neelim .

NEUROMORPHIC COMPUTING AND ENGINEERING, 2022, 2 (02)

[3] Editorial: Understanding and Bridging the Gap Between Neuromorphic Computing and Machine Learning [J].

Deng, Lei ;

Tang, Huajin ;

Roy, Kaushik .

FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, 2021, 15

[4] Model Compression and Hardware Acceleration for Neural Networks: A Comprehensive Survey [J].

Deng, Lei ;

Li, Guoqi ;

Han, Song ;

Shi, Luping ;

Xie, Yuan .

PROCEEDINGS OF THE IEEE, 2020, 108 (04) :485-532

[5] Unsupervised learning of digit recognition using spike-timing-dependent plasticity [J].

Diehl, Peter U. ;

Cook, Matthew .

FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, 2015, 9

[6] SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence [J].

Fang, Wei ;

Chen, Yanqi ;

Ding, Jianhao ;

Yu, Zhaofei ;

Masquelier, Timothee ;

Chen, Ding ;

Huang, Liwei ;

Zhou, Huihui ;

Li, Guoqi ;

Tian, Yonghong .

SCIENCE ADVANCES, 2023, 9 (40)

[7] Training Deep Spiking Neural Networks Using Backpropagation [J].

Lee, Jun Haeng ;

Delbruck, Tobi ;

Pfeiffer, Michael .

FRONTIERS IN NEUROSCIENCE, 2016, 10

[8] Memory-Efficient Deep Learning on a SpiNNaker 2 Prototype [J].

Liu, Chen ;

Bellec, Guillaume ;

Vogginger, Bernhard ;

Kappel, David ;

Partzsch, Johannes ;

Neumaerker, Felix ;

Hoeppner, Sebastian ;

Maass, Wolfgang ;

Furber, Steve B. ;

Legenstein, Robert ;

Mayr, Christian G. .

FRONTIERS IN NEUROSCIENCE, 2018, 12

[9] Neuromorphic computing chip with spatiotemporal elasticity for multi-intelligent-tasking robots [J].

Ma, Songchen ;

Pei, Jing ;

Zhang, Weihao ;

Wang, Guanrui ;

Feng, Dahu ;

Yu, Fangwen ;

Song, Chenhang ;

Qu, Huanyu ;

Ma, Cheng ;

Lu, Mingsheng ;

Liu, Faqiang ;

Zhou, Wenhao ;

Wu, Yujie ;

Lin, Yihan ;

Li, Hongyi ;

Wang, Taoyi ;

Song, Jiuru ;

Liu, Xue ;

Li, Guoqi ;

Zhao, Rong ;

Shi, Luping .

SCIENCE ROBOTICS, 2022, 7 (67)

[10] A million spiking-neuron integrated circuit with a scalable communication network and interface [J].

Merolla, Paul A. ;

Arthur, John V. ;

Alvarez-Icaza, Rodrigo ;

Cassidy, Andrew S. ;

Sawada, Jun ;

Akopyan, Filipp ;

Jackson, Bryan L. ;

Imam, Nabil ;

Guo, Chen ;

Nakamura, Yutaka ;

Brezzo, Bernard ;

Vo, Ivan ;

Esser, Steven K. ;

Appuswamy, Rathinakumar ;

Taba, Brian ;

Amir, Arnon ;

Flickner, Myron D. ;

Risk, William P. ;

Manohar, Rajit ;

Modha, Dharmendra S. .

SCIENCE, 2014, 345 (6197) :668-673

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