Pandaemonium Architecture 6.0

In this course

Pylyshyn is a cognitive scientist whose tripartite framework for analyzing computation—distinguishing the computational, algorithmic, and implementational levels—provides a foundational methodology for understanding intelligence and representation across disciplines. In this course, his approach is grouped with Marr and Dennett as exemplifying how formal analysis can clarify debates about mind, machine, and abstraction without collapsing distinct levels of description into metaphysical confusion. The readings use Pylyshyn's framework to argue that rigorous theorizing about AI requires maintaining these conceptual distinctions, resisting both oversimplification and unfounded speculation about what cognition is.

Mentioned in 1 reading

Luciano Floridi

The Method of Levels of Abstraction

4

Second, the method is anti-metaphysical, again in a Kantian sense. Metaphysics is—when used as a negative label—what is done by sloppy reasoning when it pretends to develop a theory without taking into consideration, at least implicitly, th…(2) the algorithmic level. This is a description of “the choice of representation for the input and output and the algorithm to be used to transform one into the other” (pp. 24–25); (3) the implementational level. This is a description of …The tripartite approaches of Marr, Pylyshyn and Dennett share three important features. First, they are each readily formalised in terms of GoAs with three LoAs. Second, they do not distinguish between LoO, LoE and LoA; and this because (th…

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