The Multiple Realisability Defence
It's not possible to formulate rules for connectionist representations (or representation instantiation rules), because such representations can be realised by multiple node level descriptions.

A representation of dog, for example, can be realised in a variety of different (though similar) node-level activation patterns.

Thus, no single node-level description can fully describe the dog representation.

Moreover, node-level discrepancies make it possible for the dog representation to produce a variety of different behaviours.


Immediately related elementsHow this works
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Artificial Intelligence »Artificial Intelligence
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Can computers think? [1] »Can computers think? [1]
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Yes: connectionist networks can think [5a] »Yes: connectionist networks can think [5a]
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Connectionist networks can think without following rules »Connectionist networks can think without following rules
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Representations without rules »Representations without rules
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The Syntactic Argument »The Syntactic Argument
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The Multiple Realisability Defence
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Variable outputs can be described by rules »Variable outputs can be described by rules
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