On the principles of parsimony and self Consistency for the emergence of intelligence

the position paper @ma2022principles looks to two principles for intelligenceintelligence
intelligence is related to rationality and wisdom somehow. maybe one definition is, "deducing new truths from old truths in pursuit of a goal" according to steven pinker and william j...
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value field
parsimony information theory Private or Broken Links
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self-consistency cyberneticscybernetics
cybernetics comes from norbert weiner, who said its patron saint would be leibniz.

parsimony

parsimony
obtaining compact and structured representations via computationally efficient means

the task is to take a sensory data sample $\boldsymbol{x}$ and represent it compactly.

\[\boldsymbol{x} \in \mathbf{R}^D \xrightarrow{f(\boldsymbol{x}, \theta)} \boldsymbol{z} \in \mathbf{R}^d\]
  • compression
  • linearization
  • sparsification

self-consistency

self-consistency
minimal discrepancy between the observed world and the one regenerated from the model

a broader program for intelligence

the authors look toward cybernetics, citing weiner Private or Broken Links
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if i were to choose a patron saint for cybernetics out of the history of science, i should have to choose leibnizleibniz
leibniz was a philosopher who also did work in mathematics and physics. he worked on monads. His motto is calculemus (latin for let us calculate). he believed in the principle of sufficient...
. the philosophy of leibniz centers about two closely related concepts – that of a universal symbolism and that of a calculus of reasoning