3 papers
q-bio.NC2026
Mapping Connectomic Structure to Function(s) in Cerebellar-like Networks using Kernel Regression
William Dorrell, Peter E. Latham
Cerebellar-like networks, in which input activity patterns are separated by projection to a much higher-dimensional space before classification, are a recurring neurobiological mot…
q-bio.NC2026
Convex Efficient Coding
William Dorrell, Peter E. Latham, James Whittington
Why do neurons encode information the way they do? Normative answers to this question model neural activity as the solution to an optimisation problem; for example, the celebrated…
q-bio.NC2025
Range, not Independence, Drives Modularity in Biologically Inspired Representations
Will Dorrell, Kyle Hsu, Luke Hollingsworth +6
Why do biological and artificial neurons sometimes modularise, each encoding a single meaningful variable, and sometimes entangle their representation of many variables? In this wo…