Computation in the brain is realized in complicated, heterogeneous, and extremely large-scale network of neurons. About a hundred billion neurons communicate with each other by action potentials called "spike firings" that are delivered to thousands of other neurons from each. Repeated integration and networking of these spike trains in the network finally form the substance of our cognition, perception, planning, and motor control. Beyond conventional views of neural network mechanisms, recent rapid advances in both experimental and theoretical neuroscience unveil that the brain is a dynamical system to actively treat environmental information rather passively process it. The brain utilizes internal dynamics to realize our resilient and efficient perception and behavior. In this paper, by considering similarities and differences of the brain and information networks, we discuss a possibility of information networks with brainlike continuing internal dynamics. We expect that the proposed networks efficiently realize context-dependent in-network processing. By introducing recent findings of neuroscience about dynamics of the brain, we argue validity and clues for implementation of the proposal.
机构:
Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Tsinghua Univ, Ctr Brain Inspired Comp Res, Dept Precis Instrument, Beijing 100084, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Li, Xiao
Chen, Xieyuanli
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Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Chen, Xieyuanli
Guo, Ruibin
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Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Guo, Ruibin
Wu, Yujie
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机构:
Hong Kong Polytech Univ, Dept Comp, Hong Kong, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Wu, Yujie
Zhou, Zongtan
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Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Zhou, Zongtan
Yu, Fangwen
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机构:
Tsinghua Univ, Ctr Brain Inspired Comp Res, Beijing 100084, Peoples R China
Tsinghua Univ, Dept Precis Instrument, Beijing 100084, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Yu, Fangwen
Lu, Huimin
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机构:
Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
机构:
Institute of Automation, Chinese Academy of Sciences
Center for Excellence in Brain Science and Intelligence Technology,Chinese Academy of SciencesInstitute of Automation, Chinese Academy of Sciences
Yi ZENG
Tielin ZHANG
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机构:
Institute of Automation, Chinese Academy of SciencesInstitute of Automation, Chinese Academy of Sciences
Tielin ZHANG
Bo XU
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h-index: 0
机构:
Institute of Automation, Chinese Academy of Sciences
Center for Excellence in Brain Science and Intelligence Technology,Chinese Academy of SciencesInstitute of Automation, Chinese Academy of Sciences
机构:
Rochester Inst Technol, Comp Engn, New York, NY 14623 USA
IEEE, Piscataway, NJ 08854 USARochester Inst Technol, Comp Engn, New York, NY 14623 USA
Soures, Nicholas
Kudithipudi, Dhireesha
论文数: 0引用数: 0
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机构:
IEEE, Piscataway, NJ 08854 USA
Rochester Inst Technol, Neuromorph Artificial Intelligence Lab, New York, NY USARochester Inst Technol, Comp Engn, New York, NY 14623 USA
机构:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South KoreaKorea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Park, Youngjin
Baek, Seungdae
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Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South KoreaKorea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Baek, Seungdae
Paik, Se-Bum
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机构:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Korea Adv Inst Sci & Technol, Program Brain & Cognit Engn, Daejeon 34141, South KoreaKorea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
机构:
Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Tsinghua Univ, Ctr Brain Inspired Comp Res, Dept Precis Instrument, Beijing 100084, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Li, Xiao
Chen, Xieyuanli
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Chen, Xieyuanli
Guo, Ruibin
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Guo, Ruibin
Wu, Yujie
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Comp, Hong Kong, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Wu, Yujie
Zhou, Zongtan
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Zhou, Zongtan
Yu, Fangwen
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Ctr Brain Inspired Comp Res, Beijing 100084, Peoples R China
Tsinghua Univ, Dept Precis Instrument, Beijing 100084, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
Yu, Fangwen
Lu, Huimin
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R ChinaNatl Univ Def Technol, Coll Intelligence Sci & Technol, Changsha 410000, Peoples R China
机构:
Institute of Automation, Chinese Academy of Sciences
Center for Excellence in Brain Science and Intelligence Technology,Chinese Academy of SciencesInstitute of Automation, Chinese Academy of Sciences
Yi ZENG
Tielin ZHANG
论文数: 0引用数: 0
h-index: 0
机构:
Institute of Automation, Chinese Academy of SciencesInstitute of Automation, Chinese Academy of Sciences
Tielin ZHANG
Bo XU
论文数: 0引用数: 0
h-index: 0
机构:
Institute of Automation, Chinese Academy of Sciences
Center for Excellence in Brain Science and Intelligence Technology,Chinese Academy of SciencesInstitute of Automation, Chinese Academy of Sciences
机构:
Rochester Inst Technol, Comp Engn, New York, NY 14623 USA
IEEE, Piscataway, NJ 08854 USARochester Inst Technol, Comp Engn, New York, NY 14623 USA
Soures, Nicholas
Kudithipudi, Dhireesha
论文数: 0引用数: 0
h-index: 0
机构:
IEEE, Piscataway, NJ 08854 USA
Rochester Inst Technol, Neuromorph Artificial Intelligence Lab, New York, NY USARochester Inst Technol, Comp Engn, New York, NY 14623 USA
机构:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South KoreaKorea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Park, Youngjin
Baek, Seungdae
论文数: 0引用数: 0
h-index: 0
机构:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South KoreaKorea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Baek, Seungdae
Paik, Se-Bum
论文数: 0引用数: 0
h-index: 0
机构:
Korea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea
Korea Adv Inst Sci & Technol, Program Brain & Cognit Engn, Daejeon 34141, South KoreaKorea Adv Inst Sci & Technol, Dept Bio & Brain Engn, Daejeon 34141, South Korea