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Quite interesting. Maass (senior author) has done some pioneering work on Liquid State Machines and Echo state networks (LSTMs/RNNs). In this paper they define
by seesawtron 6y ago
Quite interesting. Maass (senior author) has done some pioneering work on Liquid State Machines and Echo state networks (LSTMs/RNNs).
In this paper they define a formal system intended to model the computations underlying cognitive functions that is done via an "assembly", a set of excitatory neurons all belonging to the same brain area, and capable of near-simultaneous firing.
The main assumption in their model that I do not agree with is that of random synaptic wiring of the circuits. There is considerable research that argues that synaptic connectivity is not random but specific in several ways [0,1].
[0] Sporns O. (2011). The non-random brain: efficiency, economy, and complex dynamics. Front. Comput. Neurosci. 5:5 10.3389/fncom.2011.00005
[1] Motta et al. (2019) https://science.sciencemag.org/content/366/6469/eaay3134' https://science.sciencemag.org/content/366/6469/eaay3134'