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arXiv 2109.08057cs.NE
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进化自我复制作为产生人工智能的机制

Evolutionary Self-Replication as a Mechanism for Producing Artificial Intelligence

Samuel Schmidgall, Joseph Hays

摘要:

在生存的背景下,生殖能在我们的机器中产生智能吗?在这项工作中,自我复制是探讨在现代学习环境中出现的智能行为的机制。通过纯粹关注生存,同时经历自然选择,进化的生物体被证明产生有意义的,复杂的和智能的行为,展示了创造性的解决方案,以挑战性的问题,没有任何奖励或目标的概念。雅达利和机器人学习环境重新定义的自然选择,并在这些实验中出现在自我复制的生物体的行为进行了详细描述。

英文摘要:

Can reproduction alone in the context of survival produce intelligence in our machines? In this work, self-replication is explored as a mechanism for the emergence of intelligent behavior in modern learning environments. By focusing purely on survival, while undergoing natural selection, evolved organisms are shown to produce meaningful, complex, and intelligent behavior, demonstrating creative solutions to challenging problems without any notion of reward or objectives. Atari and robotic learning environments are re-defined in terms of natural selection, and the behavior which emerged in self-replicating organisms during these experiments is described in detail.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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