聖塔非研究所

摘要 How does 演化 produce sophisticated emergent comput

1994 · 已發表論文 · 更新 2026/08/30 下午12:48

摘要 How does 演化 produce sophisticated emergent computation in systems composed of simple components limited to local interactions? To model such a process, we used a 遺傳 algorithm (GA) to evol…

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論文資訊

  • 類型:已發表論文
  • 日期:1994

摘要

How does 演化 produce sophisticated emergent computation in systems composed of simple components limited to local interactions? To model such a process, we used a 遺傳 algorithm (GA) to evolve 細胞自動機 to perform a 計算 task requiring globally-coordinated 資訊 processing. On most runs a class of relatively unsophisticated strategies was evolved, but on a subset of runs a number of quite sophisticated strategies was discovered. We analyze the emergent logic underlying these strategies in terms of 資訊 processing performed by "particles" in space-time, and we describe in detail the generational progression of the GA 演化 of these strategies. Our analysis is a preliminary step in understanding the general mechanisms by which sophisticated emergent 計算 capabilities can be automatically produced in decentrali

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