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首页> 外文期刊>Journal of international management >The Surprising Creativity of Digital Evolution: A Collection of Anecdotes from the Evolutionary Computation and Artificial Life Research Communities
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The Surprising Creativity of Digital Evolution: A Collection of Anecdotes from the Evolutionary Computation and Artificial Life Research Communities

机译:数字演化的令人惊讶的创造力:来自进化计算和人工研究社区的轶事集合

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摘要

Evolution provides a creative fount of complex and subtle adaptations that often surprise the scientists who discover them. However, the creativity of evolution is not limited to the natural world: Artificial organisms evolving in computational environments have also elicited surprise and wonder from the researchers studying them. The process of evolution is an algorithmic process that transcends the substrate in which it occurs. Indeed, many researchers in the field of digital evolution can provide examples of how their evolving algorithms and organisms have creatively subverted their expectations or intentions, exposed unrecognized bugs in their code, produced unexpectedly adaptations, or engaged in behaviors and outcomes, uncannily convergent with ones found in nature. Such stories routinely reveal surprise and creativity by evolution in these digital worlds, but they rarely fit into the standard scientific narrative. Instead they are often treated as mere obstacles to be overcome, rather than results that warrant study in their own right. Bugs are fixed, experiments are refocused, and one-off surprises are collapsed into a single data point. The stories themselves are traded among researchers through oral tradition, but that mode of information transmission is inefficient and prone to error and outright loss. Moreover, the fact that these stories tend to be shared only among practitioners means that many natural scientists do not realize how interesting and lifelike digital organisms are and how natural their evolution can be. To our knowledge, no collection of such anecdotes has been published before. This article is the crowd-sourced product of researchers in the fields of artificial life and evolutionary computation who have provided first-hand accounts of such cases. It thus serves as a written, fact-checked collection of scientifically important and even entertaining stories. In doing so we also present here substantial evidence that the existence and importance of evolutionary surprises extends beyond the natural world, and may indeed be a universal property of all complex evolving systems.
机译:Evolution提供了一种复杂和微妙的适应的创造性,通常会让发现它们的科学家惊喜。然而,进化的创造力不仅限于自然界:在计算环境中发展的人造生物也引起了对研究的研究人员感到惊讶和奇迹。进化过程是一种算法过程,其超越其发生的基板。实际上,数字演化领域的许多研究人员可以提供他们的不断变化的算法和有机体如何创造性地颠覆他们的期望或意图的例子,暴露了他们的代码中的无法识别的错误,产生意外的适应,或从事行为和结果,不百在偶地区发现本质上。这些故事常规地揭示了这些数字世界中的进化的惊喜和创造力,但它们很少适合标准的科学叙事。相反,他们经常被视为缺乏克服的障碍,而不是在自己的权利上进行认证的结果。错误是固定的,实验是重新聚焦的,一次性惊喜被折叠成单个数据点。故事本身通过口头传统在研究人员之间进行交易,但信息传输模式效率低,易于误差和彻底的损失。此外,这些故事倾向于仅在从业者中共享的事实意味着许多自然科学家们没有意识到有趣和栩栩如生的数字生物是多么有趣,它们的进化可以是多么自然。据我们所知,之前没有收集这种轶事。本文是人工生命和进化计算领域的研究人员的人群兴趣产品,谁提供了这种情况的第一手账户。因此,它用作书面,事实上检查的科学态度甚至有趣的故事。在这样做,我们还提出了实质性证据表明进化意外的存在和重要性超越了自然界,可能确实是所有复杂的不断发展的系统的普遍性。

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