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We provide a unifying framework where artificial neural networks and their architectures can be formally described as particular cases of a general mathematical construction--machines of finite depth. Unlike neural networks, machines have a…

机器学习 · 计算机科学 2022-04-28 Pietro Vertechi , Mattia G. Bergomi

We introduce the zeta number, natural halting probability and natural complexity of a Turing machine and we relate them to Chaitin's Omega number, halting probability, and program-size complexity. A classification of Turing machines…

计算复杂性 · 计算机科学 2007-05-23 Cristian S. Calude , Michael A. Stay

By considering a discrete tape where each cell corresponds to an integer, thus to a possible sum, a pseudo-polynomial solution can be given to subset sum problem, which is an NP-complete problem and a cornerstone application for this study,…

计算复杂性 · 计算机科学 2024-01-08 Yigit Oktar

We define a subclass of quantum Turing machine (QTM) named SR-QTM, which halts deterministically and has deterministic tape head position. A quantum state transition diagram (QSTD) is proposed to describe SR-QTM. With the help of QSTD, we…

量子物理 · 物理学 2012-03-01 Min Liang , Li Yang

Quantum computers hold the promise to solve certain computational task much more efficiently than classical computers. We review the recent experimental advancements towards a quantum computer with trapped ions. In particular, various…

量子物理 · 物理学 2008-11-20 H. Haeffner , C. F. Roos , R. Blatt

In this work we consider a dynamic system consisting of a damped harmonic oscillator and we formalize a Turing Machine whose definition in terms of states, alphabet and transition rules, can be considered equivalent to that of the…

其他计算机科学 · 计算机科学 2021-10-13 Francesco Sisini , Valentina Sisini

This short survey of recent work in tile self-assembly discusses the use of simulation to classify and separate the computational and expressive power of self-assembly models. The journey begins with the result that there is a single…

计算几何 · 计算机科学 2013-09-06 Damien Woods

What is the nature of curiosity? Is there any scientific way to understand the origin of this mysterious force that drives the behavior of even the stupidest naturally intelligent systems and is completely absent in their smartest…

人工智能 · 计算机科学 2016-06-28 Alex Ushveridze

We prove the following facts about the language recognition power of quantum Turing machines (QTMs) in the unbounded error setting: QTMs are strictly more powerful than probabilistic Turing machines for any common space bound $ s $…

计算复杂性 · 计算机科学 2014-01-29 Abuzer Yakaryilmaz , A. C. Cem Say

We give new Turing machines that simulate the iteration of the Collatz 3x+1 function. First, a never halting Turing machine with 3 states and 4 symbols, improving the known 3x5 and 4x4 Turing machines. Second, Turing machines that halt on…

逻辑 · 数学 2014-09-26 Pascal Michel

The {\em diagonalization technique} was invented by Georg Cantor to show that there are more real numbers than algebraic numbers and is very crucial in {\em theoretical computer science}. In this work, we enumerate all of the…

计算复杂性 · 计算机科学 2025-06-03 Tianrong Lin

The usefulness of parameterized algorithmics has often depended on what Niedermeier has called, "the art of problem parameterization". In this paper we introduce and explore a novel but general form of parameterization: the number of…

数据结构与算法 · 计算机科学 2015-05-19 Michael R. Fellows , Serge Gaspers , Frances A. Rosamond

This paper presents the implementation of a self-replicating finite-state machine (FSM) and a self-replicating Turing Machine (TM) using bio-inspired mechanisms. Building on previous work that introduced self-replicating structures capable…

形式语言与自动机理论 · 计算机科学 2024-10-01 Ralph P. Lano

Turing computability is the standard computability paradigm which captures the computational power of digital computers. To understand whether one can create physically realistic devices which have super-Turing power, one needs to…

逻辑 · 数学 2021-10-01 Daniel S. Graça , Ning Zhong

This talk advocates intrinsic universality as a notion to identify simple cellular automata with complex computational behavior. After an historical introduction and proper definitions of intrinsic universality, which is discussed with…

计算复杂性 · 计算机科学 2009-06-18 Nicolas Ollinger

The present paper presents and proves a proposition concerning the time complexity of finite languages. It is shown herein, that for any finite language (a language for which the set of words composing it is finite) there is a Turing…

计算复杂性 · 计算机科学 2007-05-23 Mircea Alexandru Popescu Moscu

Computational problems are classified into computable and uncomputable problems. If there exists an effective procedure (algorithm) to compute a problem then the problem is computable otherwise it is uncomputable. Turing machines can…

计算复杂性 · 计算机科学 2024-09-06 Asad Khaliq

There have been many attempts to solve the P versus NP problem. However, with a new proof method, P not equal NP can be proved. A time limit is set for an arbitrary Turing machine and an input word is rejected on a timeout. The time limit…

计算复杂性 · 计算机科学 2022-01-12 Reiner Czerwinski

This paper extends work done to date on quantum computation by associating potentials with different types of computation steps. Quantum Turing machine Hamiltonians, generalized to include potentials, correspond to sums over tight binding…

量子物理 · 物理学 2009-01-23 Paul Benioff

There are enormous amount of examples of Computation in nature, exemplified across multiple species in biology. One crucial aim for these computations across all life forms their ability to learn and thereby increase the chance of their…

机器学习 · 计算机科学 2013-12-30 Nabarun Mondal , Partha P. Ghosh