The Hippocampus as a Stable Memory Allocator for Cortex

Leslie G. Valiant
2012 Neural Computation  
It is suggested here that mammalian hippocampus serves as an allocator of neurons in cortex for memorizing new items. A construction of a shallow feedforward network with biologically plausible parameters is given that possesses the characteristics needed for such an allocator. In particular the construction is stabilizing in that for inputs within a range of activity levels spanning more than an order of magnitude, the output will have activity levels differing as little as one percent. It is
more » ... lso noise tolerant in that pairs of input patterns that differ little will generate output patterns that differ little. Further, pairs of inputs that differ by much will be mapped to outputs that also differ sufficiently that they can be treated by cortex as distinct.
doi:10.1162/neco_a_00357 pmid:22920849 fatcat:5yyovthnqrfy7pd3cs7anviabi