Vector Symbolic Architectures as a Computing Framework for Emerging Hardware

no code implementations • 9 Jun 2021 • Denis Kleyko, Mike Davies, E. Paxon Frady, Pentti Kanerva, Spencer J. Kent, Bruno A. Olshausen, Evgeny Osipov, Jan M. Rabaey, Dmitri A. Rachkovskij, Abbas Rahimi, Friedrich T. Sommer

We see them acting as a framework for computing with distributed representations that can play a role of an abstraction layer for emerging computing hardware.

Distributed Computing Philosophy

Resonator Networks outperform optimization methods at solving high-dimensional vector factorization

no code implementations • 19 Jun 2019 • Spencer J. Kent, E. Paxon Frady, Friedrich T. Sommer, Bruno A. Olshausen

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.

Vocal Bursts Intensity Prediction