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Factored Cognition

Aug 30, 2020 by Rafael Harth

Factored Cognition describes a process in which difficult problems are recursively decomposed into simpler problems. This sequence summarizes my conclusions from thinking about this topic for a few months.

Before we get to the problem itself, first an introduction to the existing alignment proposals that make use of Factored Cognition:

75A guide to Iterated Amplification & Debate
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... and an attempt to characterize what makes something 'a subproblem' rather than 'a part of a large problem':

29Hiding Complexity
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A few more words about the sequence:

35Preface to the Sequence on Factored Cognition
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For our first angle of attack, we use pure mathematics. We define a formal model and explore it as much as possible:

34Idealized Factored Cognition
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17Traversing a Cognition Space
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Before switching gears, we briefly address some commonly misunderstood aspects about Factored Cognition:

23Clarifying Factored Cognition
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Finally, we take a look at the human component that exists in both IDA and Debate. Our goal is to evaluate whether the human's task remains feasible as the schemes are applied to progressively harder problems:

27Intuition
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17FC final: Can Factored Cognition schemes scale?
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