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A Low-Power Artificial Intelligence Framework based on Vector Symbolic Architectures

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Publications

Variable Binding for Sparse Distributed Representations: Theory and Applications

Author(s): E. Paxon Frady, Denis Kleyko, Friedrich T. Sommer
Published in: Preprint, 2020

Perceptron Theory for Predicting the Accuracy of Neural Networks

Author(s): Denis Kleyko, Antonello Rosato, E. Paxon Frady, Massimo Panella, Friedrich T. Sommer
Published in: Preprint, 2020

Cellular Automata Can Reduce Memory Requirements of Collective-State Computing

Author(s): Denis Kleyko, E. Paxon Frady, Friedrich T. Sommer
Published in: Preprint, 2020

Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks

Author(s): Denis Kleyko, Mansour Kheffache, E. Paxon Frady, Urban Wiklund, Evgeny Osipov
Published in: IEEE Transactions on Neural Networks and Learning Systems, 2020, Page(s) 1-7, ISSN 2162-237X
DOI: 10.1109/tnnls.2020.3015971

Integer Echo State Networks: Efficient Reservoir Computing for Digital Hardware

Author(s): Denis Kleyko, Edward Paxon Frady, Mansour Kheffache, Evgeny Osipov
Published in: IEEE Transactions on Neural Networks and Learning Systems, 2020, Page(s) 1-14, ISSN 2162-237X
DOI: 10.1109/tnnls.2020.3043309