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Darwin's theory of evolution is considered to be one of the greatest scientific gems in modern science. It not only gives us a description of how living things evolve, but also shows how a population evolves through time and also, why only…

机器学习 · 计算机科学 2013-12-18 Arka Bhattacharya

Can a Turing Machine simulate the human mind? If the Church-Turing thesis is assumed to be true, then a Turing Machine should be able to simulate the human mind. In this paper, I challenge that assumption by providing strong mathematical…

计算复杂性 · 计算机科学 2022-07-13 Abhinav Muraleedharan

This note introduces a generalization to the setting of infinite-time computation of the busy beaver problem from classical computability theory, and proves some results concerning the growth rate of an associated function. In our view,…

逻辑 · 数学 2014-01-13 James T. Long , Lee J. Stanley

Using elementary cellular automata (CA) as an example, we show how to coarse-grain CA in all classes of Wolfram's classification. We find that computationally irreducible (CIR) physical processes can be predictable and even computationally…

元胞自动机与格子气 · 物理学 2009-11-10 Navot Israeli , Nigel Goldenfeld

Quantum computers can in principle solve certain problems exponentially more quickly than their classical counterparts. We have not yet reached the advent of useful quantum computation, but when we do, it will affect nearly all scientific…

The main deficiency of the algorithms running on digital computers nowadays is their inability to change themselves during the execution. In line with this, the paper introduces the so-called replicated algorithms, inspired by the concept…

神经与进化计算 · 计算机科学 2023-04-27 Iztok Fister , Iztok Fister

To scrutinize notions of computation and time complexity, we introduce and formally define an interactive model for computation that we call it the \emph{computation environment}. A computation environment consists of two main parts: i) a…

计算复杂性 · 计算机科学 2012-05-29 Rasoul Ramezanian

A remarkable new definition of a self-delimiting universal Turing machine is presented that is easy to program and runs very quickly. This provides a new foundation for algorithmic information theory. This new universal Turing machine is…

chao-dyn · 物理学 2008-02-03 G. J. Chaitin

A non-statistical theory of continuous, but irreversible, evolution can be constructed in terms of the Cartan calculus. The fundamental postulate, for an evolutionary theory which admits irreversible processes, is that the topology of the…

数学物理 · 物理学 2007-05-23 R. M. Kiehn

Many different definitions of computational universality for various types of dynamical systems have flourished since Turing's work. We propose a general definition of universality that applies to arbitrary discrete time symbolic dynamical…

计算复杂性 · 计算机科学 2007-05-23 Jean-Charles Delvenne , Petr Kurka , Vincent Blondel

In this paper, we investigate the problem of synthesizing computable functions of infinite words over an infinite alphabet (data $\omega$-words). The notion of computability is defined through Turing machines with infinite inputs which can…

形式语言与自动机理论 · 计算机科学 2023-06-22 Léo Exibard , Emmanuel Filiot , Nathan Lhote , Pierre-Alain Reynier

Recently, computational modelling became a very important research tool that enables us to study problems that for decades evaded scientific analysis. Evolutionary systems are certainly examples of such problems: they are composed of many…

种群与进化 · 定量生物学 2009-07-04 Adam Lipowski , Dorota Lipowska

Living organisms survive and multiply even though they have uncertain and incomplete information about their environment and imperfect models to predict the consequences of their actions. Bayesian models have been proposed to face this…

新兴技术 · 计算机科学 2015-11-13 Jacques Droulez , David Colliaux , Audrey Houillon , Pierre Bessière

We introduce and study a learning theory which is roughly automatic, that is, it does not require but a minimum of initial programming, and is based on the potential computational phenomenon of self-reference, (i.e. the potential ability of…

计算机科学中的逻辑 · 计算机科学 2023-04-25 A. D. Arvanitakis

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…

神经与进化计算 · 计算机科学 2022-09-27 Samuel Schmidgall , Joseph Hays

Modern computer systems are highly configurable, with the total variability space sometimes larger than the number of atoms in the universe. Understanding and reasoning about the performance behavior of highly configurable systems, over a…

机器学习 · 计算机科学 2022-03-21 Md Shahriar Iqbal , Rahul Krishna , Mohammad Ali Javidian , Baishakhi Ray , Pooyan Jamshidi

Universal memcomputing machines (UMMs) [IEEE Trans. Neural Netw. Learn. Syst. 26, 2702 (2015)] represent a novel computational model in which memory (time non-locality) accomplishes both tasks of storing and processing of information. UMMs…

神经与进化计算 · 计算机科学 2019-05-29 Yan Ru Pei , Fabio L. Traversa , Massimiliano Di Ventra

Biological organisms must perform computation as they grow, reproduce, and evolve. Moreover, ever since Landauer's bound was proposed it has been known that all computation has some thermodynamic cost -- and that the same computation can be…

其他定量生物学 · 定量生物学 2018-02-07 Christopher P. Kempes , David Wolpert , Zachary Cohen , Juan Pérez-Mercader

This essay aims to propose construction theory, a new domain of theoretical research on machine construction, and use it to shed light on a fundamental relationship between living and computational systems. Specifically, we argue that…

适应与自组织系统 · 物理学 2009-09-29 Hiroki Sayama

We introduce a model of infinitary computation which enhances the infinite time Turing machine model slightly but in a natural way by giving the machines the capability of detecting cardinal stages of computation. The computational strength…

逻辑 · 数学 2013-10-22 Miha E. Habič