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> makes the best possible decision about the future with the information that it has available So would a good thermostat be considered intelligent, assuming i
by visarga 4y ago
> makes the best possible decision about the future with the information that it has available
So would a good thermostat be considered intelligent, assuming it takes great decisions? Intelligence needs to be defined with respect to a range of tasks and a range of priors. It's skill acquisition efficiency, not just taking good decisions.
I recommend "On the Measure of Intelligence" by François Chollet
>We argue that solely measuring skill at any given task falls short of measuring intelligence, because skill is heavily modulated by prior knowledge and experience: unlimited priors or unlimited training data allow experimenters to "buy" arbitrary levels of skills for a system, in a way that masks the system's own generalization power. We then articulate a new formal definition of intelligence based on Algorithmic Information Theory, describing intelligence as skill acquisition efficiency and highlighting the concepts of scope, generalization difficulty, priors, and experience.
https://arxiv.org/abs/1911.01547 https://arxiv.org/abs/1911.01547
- Xcelerate 4y ago> Intelligence needs to be defined with respect to a range of tasks and a range of priors. Yep, you’re right. I forgot to mention that in my “loosely put” sentence, although the work by Hutter and Legg does mention that and discusses algorithmic information theory heavily.