[HTML][HTML] Computing with residue numbers in high-dimensional representation

CJ Kymn, D Kleyko, EP Frady, C Bybee… - Neural …, 2024 - direct.mit.edu
We introduce residue hyperdimensional computing, a computing framework that unifies
residue number systems with an algebra defined over random, high-dimensional vectors …

Factorizers for distributed sparse block codes

M Hersche, A Terzić, G Karunaratne… - Neurosymbolic …, 2024 - content.iospress.com
Distributed sparse block codes (SBCs) exhibit compact representations for encoding and
manipulating symbolic data structures using fixed-width vectors. One major challenge …

Binding in hippocampal-entorhinal circuits enables compositionality in cognitive maps

CJ Kymn, S Mazelet, A Thomas, D Kleyko, EP Frady… - Ar**v, 2024 - pmc.ncbi.nlm.nih.gov
We propose a normative model for spatial representation in the hippocampal formation that
combines optimality principles, such as maximizing coding range and spatial information per …