The AI Definition and a Program Which Satisfies this Definition

Fuente: arXiv
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Autore principale: Dobrev, Dimiter
Natura: Preprint
Pubblicazione: 2022
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author Dobrev, Dimiter
author_facet Dobrev, Dimiter
contents We will consider all policies of the agent and will prove that one of them is the best performing policy. While that policy is not computable, computable policies do exist in its proximity. We will define AI as a computable policy which is sufficiently proximal to the best performing policy. Before we can define the agent's best performing policy, we need a language for description of the world. We will also use this language to develop a program which satisfies the AI definition. The program will first understand the world by describing it in the selected language. The program will then use the description in order to predict the future and select the best possible move. While this program is extremely inefficient and practically unusable, it can be improved by refining both the language for description of the world and the algorithm used to predict the future. This can yield a program which is both efficient and consistent with the AI definition.
format Preprint
id arxiv_https___arxiv_org_abs_2212_03184
institution arXiv
publishDate 2022
record_format arxiv
spellingShingle The AI Definition and a Program Which Satisfies this Definition
Dobrev, Dimiter
Artificial Intelligence
Machine Learning
We will consider all policies of the agent and will prove that one of them is the best performing policy. While that policy is not computable, computable policies do exist in its proximity. We will define AI as a computable policy which is sufficiently proximal to the best performing policy. Before we can define the agent's best performing policy, we need a language for description of the world. We will also use this language to develop a program which satisfies the AI definition. The program will first understand the world by describing it in the selected language. The program will then use the description in order to predict the future and select the best possible move. While this program is extremely inefficient and practically unusable, it can be improved by refining both the language for description of the world and the algorithm used to predict the future. This can yield a program which is both efficient and consistent with the AI definition.
title The AI Definition and a Program Which Satisfies this Definition
topic Artificial Intelligence
Machine Learning
url https://arxiv.org/abs/2212.03184