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Going beyond Church–Turing Thesis Boundaries: Digital Genes, Digital Neurons and the Future of AI

机译:超越教会图论文界限:数字基因,数字神经元和AI的未来

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The Church–Turing thesis deals with computing functions that are described by a list of formal, mathematical rules or sequences of event-driven actions such as modeling, simulation, business workflows, etc. All algorithms that are Turing computable fall within the boundaries of the Church–Turing thesis. There are two paths to pushing the boundaries. The first is to address the limitation in the clause “ignoring resource limitations”. The second is to search for computing models that solve problems that no ordinary Turing machine can solve using superrecursive algorithms. We argue that “structural machines” provide a new solution to managing both without disrupting the computation itself.
机译:教会图论论文涉及计算功能,这些计算功能由事件驱动的行动的正式,数学规则或序列列表描述,例如建模,模拟,业务工作流等。所有正在进行可计算的算法落在界限内教堂。有两条路径推动边界。首先是解决条款“忽略资源限制”中的限制。第二个是寻找计算模型,解决了使用超镜头算法可以解决任何普通图灵机的问题。我们认为“结构机器”提供了一个新的解决方案来管理两者,而不会扰乱计算本身。

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