The Problem of Rapid Variable Creation

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Neural Turing Machines (2014, background): “” Rapidly-created variables (Hadley, 2009) are data that are quickly bound to memory slots, in the same way that the number 3 and the number 4 are put inside registers in a conventional computer and added to make 7 (Minsky, 1967).”
The atoms of neural computation (2014, background): “But, after forty years, there is still no consensus about the nature of such a putative canonical computation, and little evidence that such uniform architectures can capture the diversity of cortical function in simple mammals, let alone language and abstract thinking (Hadley, 2009; Marcus, 2001).”
Biologically Plausible, Human-scale Knowledge Representation (2016, background): “This is because the basic principles employed in such models often do not allow for a straightforward characterization of structured representations , despite the ubiquity of such representations in cognitive behaviour.”