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Natural evolution has produced a tremendous diversity of functional organisms. Many believe an essential component of this process was the evolution of evolvability, whereby evolution speeds up its ability to innovate by generating a more…

神经与进化计算 · 计算机科学 2019-02-15 Joost Huizinga , Kenneth O. Stanley , Jeff Clune

One of the most important lessons from the success of deep learning is that learned representations tend to perform much better at any task compared to representations we design by hand. Yet evolution of evolvability algorithms, which aim…

神经与进化计算 · 计算机科学 2021-07-21 Adam Katona , Daniel W. Franks , James Alfred Walker

Advances in semiconductor technology are contributing to the increasing complexity in the design of embedded systems. Architectures with novel techniques such as evolvable nature and autonomous behavior have engrossed lot of attention. This…

神经与进化计算 · 计算机科学 2007-05-23 Mohd Abubakr , R. M. Vinay

We suggest to simulate evolution of complex organisms constrained by the sole requirement of robustness in their expression patterns. This scenario is illustrated by evolving discrete logical networks with epigenetic properties. Evidence…

统计力学 · 物理学 2007-05-23 Stefan Bornholdt , Kim Sneppen

Designing evolutionary algorithms capable of uncovering highly evolvable representations is an open challenge; such evolvability is important because it accelerates evolution and enables fast adaptation to changing circumstances. This paper…

神经与进化计算 · 计算机科学 2019-07-16 Alexander Gajewski , Jeff Clune , Kenneth O. Stanley , Joel Lehman

Why evolvability appears to have increased over evolutionary time is an important unresolved biological question. Unlike most candidate explanations, this paper proposes that increasing evolvability can result without any pressure to adapt.…

神经与进化计算 · 计算机科学 2015-06-12 Joel Lehman , Kenneth O. Stanley

Robustness, the ability of a system to maintain performance under significant and unanticipated environmental changes, is a critical property for robotic systems. While biological systems naturally exhibit robustness, there is no…

机器人学 · 计算机科学 2024-08-20 Xing Li , Oussama Zenkri , Adrian Pfisterer , Oliver Brock

When a biological system robustly corrects component-level errors, the direct pressure on component performance declines. Components may become less reliable, maintain more genetic variability, or drift neutrally in design, creating the…

种群与进化 · 定量生物学 2023-12-27 Steven A. Frank

Biological networks have evolved to be highly functional within uncertain environments while remaining extremely adaptable. One of the main contributors to the robustness and evolvability of biological networks is believed to be their…

分子网络 · 定量生物学 2008-02-14 Arend Hintze , Christoph Adami

Robustness to genetic or environmental disturbances is often considered as a key property of living systems. Yet, in spite of being discussed since the 1950s, how robustness emerges from the complexity of genetic architectures and how it…

种群与进化 · 定量生物学 2022-03-31 Arnaud Le Rouzic

One of the main properties of biological systems is modularity, which manifests itself at all levels of their organization, starting with the level of molecular genetics, ending with the level of whole organisms and their communities. In a…

神经与进化计算 · 计算机科学 2018-11-20 Anton Eremeev , Alexander Spirov

The characterization of plasticity, robustness, and evolvability, an important issue in biology, is studied in terms of phenotypic fluctuations. By numerically evolving gene regulatory networks, the proportionality between the phenotypic…

种群与进化 · 定量生物学 2015-06-15 Kunihiko Kaneko

Reproducibility is a key requirement for scientific progress. It allows the reproduction of the works of others, and, as a consequence, to fully trust the reported claims and results. In this work, we argue that, by facilitating…

信息检索 · 计算机科学 2021-02-02 Alejandro Bellogín , Alan Said

Here we propose a generic mechanism - networked buffering - for generating robust traits in complex systems that requires two basic conditions to be satisfied: 1) agents are versatile enough to perform more than one single functional role…

适应与自组织系统 · 物理学 2011-12-15 James M Whitacre , Axel Bender

The diversity and quality of natural systems have been a puzzle and inspiration for communities studying artificial life. It is now widely admitted that the adaptation mechanisms enabling these properties are largely influenced by the…

种群与进化 · 定量生物学 2022-07-08 Eleni Nisioti , Clément Moulin-Frier

Evolvability is defined as the ability of a population to generate heritable variation to facilitate its adaptation to new environments or selection pressures. In this article, we consider evolvability as a phenotypic trait subject to…

Questions on possible relationship between phenotypic plasticity and evolvability, as well as that between robustness and evolution have been addressed over decades in the field of evolution-development. By introducing an evolutionary…

种群与进化 · 定量生物学 2008-07-22 Kunihiko Kaneko

The design space of networked embedded systems is very large, posing challenges to the optimisation of such platforms when it comes to support applications with real-time guarantees. Recent research has shown that a number of inter-related…

性能 · 计算机科学 2020-07-21 Leandro Soares Indrusiak , Robert I. Davis , Piotr Dziurzanski

The increasing volume of ecologically and biologically relevant data has revealed a wide collection of emergent patterns in living systems. Analyzing different datasets, ranging from metabolic gene-regulatory to species interaction…

物理与社会 · 物理学 2019-12-13 Daniel M. Busiello , Samir Suweis , Jorge Hidalgo , Amos Maritan

The aim of this paper is two-fold. First, we propose a new computational method to investigate the particularities of evolution. Second, we apply this method to a model of gene regulatory networks (GRNs) and explore the evolution of…

分子网络 · 定量生物学 2022-01-21 Tadamune Kaneko , Macoto Kikuchi