La machine \alpha: mod\`ele g\'en\'erique pour les algorithmes naturels
Marc Bui (LAISC), Michel Lamure (EDISS), Ivan Lavallee (LAISC)

TL;DR
This paper introduces the machine-alpha, a universal model of algorithms that extends Turing's concept to better encompass natural, massively parallel, self-adaptive, and reproductive algorithms, including communication and randomness.
Contribution
It proposes a new theoretical model, machine-alpha, that generalizes existing models to include features like communication, evolution, and randomness found in natural algorithms.
Findings
Machine-alpha unifies existing algorithm models.
It accounts for communication and evolutionary rules.
It provides a framework for natural algorithms.
Abstract
So far, following the works of A.M. Turing, the algorithms were considered as the mathematical abstraction from which we could write programs for computers whose principle was based on the theoretical concept of Turing machine. We start here from the observation that natural algorithms or rather algorithms of the nature which are massively parallel, autoadaptative and reproductible, and for which we do not know how they really work, nor why, are not easily specified by the current theoretical model of Universal Turing machine, or Universal Computer. In particular the aspects of communications, evolutionary rules (rulers), random (unpredictable) events, just like the genetic code, are taken into account only by subtleties which oblige to break the theory. We shall propose one \textit{universal model} of algorithm called machine-alpha which contains and generalizes the existing models.…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsComputability, Logic, AI Algorithms · Cellular Automata and Applications · Advanced Topology and Set Theory
