Mind and Machine - Flashcards (GOFAI & Classical Cognitive Science)

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40 practice flashcards covering AI history, GOFAI, and classical cognitive science concepts.

Last updated 1:43 PM on 9/17/25
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43 Terms

1
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What is Marvin Minsky’s Maxim?

Machines do work that would require mental effort if done by humans.

2
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What early AI image is described in Homer’s Iliad?

Hephaestus building unmanned tripods with android attendants who could think and act.

3
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What is Descartes’ dualism commonly called, and what does it separate?

The Ghost in the Machine; it separates mind (immaterial) from body (mechanical).

4
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What inspired Descartes to think about mechanical minds in his time?

Moving hydraulic statues in the royal gardens of Paris.

5
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According to Descartes, where does language use fit in the dividing line between humans and animals?

Language use marks a boundary between mere behavior and genuine cognition.

6
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How did Hobbes define a name in Elements of Philosophy?

A word used as a mark that may evoke a thought and signal that thought to others.

7
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What problem about meaning does Hobbes’ device for names raise?

Where meanings come from; there is a question of original meaning rather than derivation from other thoughts.

8
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What did David Hume propose as the ‘secret springs’ of the mind?

An association of ideas—ideas attract each other like a universal force.

9
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What is Haugeland’s ‘paradox of mechanical reason’?

A tension between treating thought as symbol manipulation and treating it as genuinely mechanical.

10
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What distinction did Pascal make between esprit géométrique and esprit de finesse?

Geometric/mathematical thinking vs intuitive, 'finesse' thinking.

11
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What were Leibniz’s universal characteristic and calculus ratiocinator intended to do?

A universal language for all concepts and a calculation framework to automate reasoning.

12
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What is a Pascaline?

Pascal’s mechanical calculator that could add and subtract.

13
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What is the Stepped Reckoner and the Leibniz wheel?

Leibniz’s machine for performing all four arithmetic operations using a stepped drum.

14
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What famous phrase did Leibniz associate with calculative reasoning?

“Let us calculate!” and a dream of reducing all reasoning to calculation.

15
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What is Wiener’s view on Leibniz’s calculus in relation to AI?

It contains the germs of the machina ratiocinatrix, the reasoning machine.

16
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What was the Dartmouth Summer Research Project on AI (1956) about?

A conference that named AI, gathered key figures, and tried to unify the field.

17
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What pivotal 1950 paper by Turing began the modern AI conversation?

Computing Machinery and Intelligence.

18
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What transition did Turing effect regarding machines and computers?

From talking about machines in general to focusing on digital computers.

19
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What is the GPS in AI, and what problem does it address?

General Problem Solver; it uses heuristics to solve broad logical puzzles.

20
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What is the frame problem in AI?

Difficulties updating beliefs efficiently in light of new information; exhaustive updates are impractical.

21
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How are ‘weak AI’ and ‘strong AI’ different in their claims?

Weak AI: AI as theoretical psychology; strong AI: computers genuinely understand and have cognitive states.

22
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What is suprapsychological AI?

Cognition as it could be—potential human-machine hybrids and superintelligent futures.

23
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What does GOFAI stand for and what is its core method?

Good Old-Fashioned AI; symbolic, rule-based manipulation of symbols.

24
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What are the three roots of the classical (GOFAI) approach to AI?

Logic, linguistics, and functionalism (RTM).

25
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Who is associated with Boole and the view that thought can be formalized?

George Boole; his Laws of Thought underpin symbolic logic for AI.

26
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What is Modus Ponens and why is it central to GOFAI?

If p and p→q, then q; a canonical valid inference form used in formal reasoning.

27
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What does Haugeland mean by the claim 'syntax, semantics will take care of itself'?

If you get the formal structure right (syntax), the meaning (semantics) follows.

28
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What is Generative Grammar and who is its key figure?

A theory that language is generated by a finite set of rules; Noam Chomsky.

29
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What is mentalese?

Fodor’s term for the innate ‘language of thought’—the symbolic medium of thinking.

30
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What is the central claim of functionalism about mental states?

Mental states are defined by their causal role rather than by their substance; multiple realizability.

31
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What are metaphysical functionalism and computation-representation functionalism?

Two forms of functionalism: one focusing on causal roles; the other on computational representations.

32
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What is a Turing machine composed of?

A read/write head, an unbounded tape, a finite set of states, and a machine table.

33
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What is a Universal Turing Machine (UTM)?

A machine that can simulate any other Turing machine when given its description.

34
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What does Turing’s thesis claim about computation and the mind?

Anything computable by a computer can be computed by a Turing machine; cognition could be simulated.

35
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What is the significance of the ‘moronic’ procedures concept?

Algorithms that are deliberately simple and deterministic; finiteness, definiteness, effectiveness.

36
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How did Newell, Shaw and Simon approach proving theorems with the Logic Theory Machine?

They used heuristics to search a space of possibilities, mimicking human problem-solving.

37
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What was the main limitation revealed by the Logic Theory Machine and GPS?

Problem formulation is crucial; solving is not enough—the initial problem representation matters.

38
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How did Deep Blue demonstrate AI capabilities in chess?

Brute-force search with sophisticated heuristics and large databases; excelled at chess but not a model of general intelligence.

39
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What is ELIZA, and why is it significant?

An early NLP program that mimicked a Rogerian therapist; highlighted limits of AI and raised ethical concerns.

40
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How does the mind-body problem relate to AI’s implications?

If AI succeeds, it challenges dualism and supports physicalism; functionalism allows mind-like processes to be implemented physically.

41
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What role does ‘multiple realizability’ play in AI debates?

Mental states could be realized in different physical substrates (brains or machines) achieving the same function.

42
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What is the main idea behind the ‘ três roots’ GOFAI chapter’s message?

Cognition as rule-governed symbol manipulation; computation as a model for mind.

43
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What is the difference between symbolic GOFAI and dynamical cognitive science?

Symbolic GOFAI emphasizes discrete symbols and rules; dynamical approaches emphasize temporal, real-time processes.

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