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pro vyhledávání: '"Kent, Spencer"'
Autor:
Frady, E. Paxon, Kent, Spencer, Tran, Quinn, Kanerva, Pentti, Olshausen, Bruno A., Sommer, Friedrich T.
Complex visual scenes that are composed of multiple objects, each with attributes, such as object name, location, pose, color, etc., are challenging to describe in order to train neural networks. Usually,deep learning networks are trained supervised
Externí odkaz:
http://arxiv.org/abs/2303.13691
Autor:
Kleyko, Denis, Davies, Mike, Frady, E. Paxon, Kanerva, Pentti, Kent, Spencer J., Olshausen, Bruno A., Osipov, Evgeny, Rabaey, Jan M., Rachkovskij, Dmitri A., Rahimi, Abbas, Sommer, Friedrich T.
Publikováno v:
Proceedings of the IEEE (2022), vol. 110, no. 10
This article reviews recent progress in the development of the computing framework vector symbolic architectures (VSA) (also known as hyperdimensional computing). This framework is well suited for implementation in stochastic, emerging hardware, and
Externí odkaz:
http://arxiv.org/abs/2106.05268
The ability to encode and manipulate data structures with distributed neural representations could qualitatively enhance the capabilities of traditional neural networks by supporting rule-based symbolic reasoning, a central property of cognition. Her
Externí odkaz:
http://arxiv.org/abs/2007.03748
We develop theoretical foundations of Resonator Networks, a new type of recurrent neural network introduced in Frady et al. (2020) to solve a high-dimensional vector factorization problem arising in Vector Symbolic Architectures. Given a composite ve
Externí odkaz:
http://arxiv.org/abs/1906.11684
Akademický článek
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Autor:
Frady, E. Paxon1 (AUTHOR) epaxon@berkeley.edu, Kent, Spencer J.2 (AUTHOR) spencer.kent@berkeley.edu, Olshausen, Bruno A.3 (AUTHOR) baolshausen@berkeley.edu, Sommer, Friedrich T.4 (AUTHOR) fsommer@berkeley.edu
Publikováno v:
Neural Computation. Dec2020, Vol. 32 Issue 12, p2311-2331. 21p. 1 Color Photograph, 1 Diagram, 1 Chart, 2 Graphs.
Autor:
Kent, Spencer J.1 (AUTHOR) spencer.kent@berkeley.edu, Frady, E. Paxon2 (AUTHOR) epaxon@berkeley.edu, Sommer, Friedrich T.2 (AUTHOR) fsommer@berkeley.edu, Olshausen, Bruno A.3 (AUTHOR) baolshausen@berkeley.edu
Publikováno v:
Neural Computation. Dec2020, Vol. 32 Issue 12, p2332-2388. 57p. 1 Black and White Photograph, 5 Charts, 10 Graphs.