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Evolutionary and bioinspired computation are crucial for efficiently addressing complex optimization problems across diverse application domains. By mimicking processes observed in nature, like evolution itself, these algorithms offer…

神经与进化计算 · 计算机科学 2025-01-14 Daniel Molina , Javier Del Ser , Javier Poyatos , Francisco Herrera

The paper contains the concept and the results of research concerning the evolutionary algorithm, identified based on the systems control theory, which was called the Systemically of Evolutionary Algorithm (SAE). Special attention was paid…

神经与进化计算 · 计算机科学 2014-01-24 Jerzy Tchorzewski , Emil Chyzy

Protein evolution underpins life, and understanding its behavior as a system is of great importance. However, our current models of protein evolution are arguably too simplistic to allow quantitative interpretation and prediction of…

Recent advancements in artificial intelligence (AI), particularly in large language models (LLMs) such as OpenAI-o1 and DeepSeek-R1, have demonstrated remarkable capabilities in complex domains such as logical reasoning and experimental…

Can we build an artificial system that would be able to generate endless surprises if ran "forever" in Minecraft? While there is not a single path toward solving that grand challenge, this article presents what we believe to be some working…

人工智能 · 计算机科学 2023-12-04 Mayalen Etcheverry , Bert Wang-Chak Chan , Clément Moulin-Frier , Pierre-Yves Oudeyer

Evolutionary computing (EC) is an exciting development in Computer Science. It amounts to building, applying and studying algorithms based on the Darwinian principles of natural selection. In this paper we briefly introduce the main…

人工智能 · 计算机科学 2007-05-23 Aguston E. Eiben , Marc Schoenauer

What makes living systems flexible so that they can react quickly and adapt easily to changing environments? This question has not only engaged biologists for decades but is also of great interest to computer scientists and engineers who…

系统与控制 · 电气工程与系统科学 2022-07-12 Sebastian Mayer , Leo Francoso Dal Piccol Sotto , Jochen Garcke

This paper presents EASE (Effortless Algorithmic Solution Evolution), an open-source and fully modular framework for iterative algorithmic solution generation leveraging large language models (LLMs). EASE integrates generation, testing,…

机器学习 · 计算机科学 2025-09-24 Adam Viktorin , Tomas Kadavy , Jozef Kovac , Michal Pluhacek , Roman Senkerik

This article is a contribution towards an understanding of Open Access (OA) publishing. It proposes an analysis framework of 18 core attributes, divided into the areas of Bibliographic information, Activity metrics, Economics,…

数字图书馆 · 计算机科学 2014-04-09 Daniel Graziotin , Xiaofeng Wang , Pekka Abrahamsson

Over the past 30 years many researchers in the field of evolutionary computation have put a lot of effort to introduce various approaches for solving hard problems. Most of these problems have been inspired by major industries so that…

神经与进化计算 · 计算机科学 2016-06-23 Mohammad Reza Bonyadi , Zbigniew Michalewicz , Frank Neumann , Markus Wagner

We provide an open source framework to experiment with evolutionary algorithms which we call "Experimenting and Learning toolkit for Evolutionary Algorithms (ELEA)". ELEA is browser-based and allows to assemble evolutionary algorithms using…

神经与进化计算 · 计算机科学 2023-02-14 Markus Wagner , Erik Kohlros , Gerome Quantmeyer , Timo Kötzing

The digital landscape of the Internet of Energy (IoE) is on the brink of a revolutionary transformation with the integration of edge Artificial Intelligence (AI). This comprehensive review elucidates the promise and potential that edge AI…

网络与互联网体系结构 · 计算机科学 2023-11-29 Yassine Himeur , Aya Nabil Sayed , Abdullah Alsalemi , Faycal Bensaali , Abbes Amira

The escalating cost, extended timelines, and low success rates in pharmaceutical research demand a fundamental rethinking of biotechnology R&D infrastructure. This chapter introduces the concept of the AI-Integrated Biotechnology Hub, a…

物理与社会 · 物理学 2025-10-07 Alex Zhavoronkov , Chuen Yan Leung

A major challenge of interdisciplinary description of complex system behaviour is whether real systems of higher complexity levels can be understood with at least the same degree of objective, "scientific" rigour and universality as…

综合物理 · 物理学 2014-05-27 Andrei P. Kirilyuk

We discuss a simple model of co-evolution. In order to emphasise the effect of interaction between individuals the entire population is subjected to the same physical environment. Species are emergent structures and extinction, origination…

统计力学 · 物理学 2007-05-23 Kim Christensen , Simone A. di Collobiano , Matt Hall , Henrik J. Jensen

We study special systems with infinitely many degrees of freedom with regard to dynamical evolution and fulfillment of constraint conditions. Attention is focused on establishing a meaningful functional framework, and for that purpose,…

量子物理 · 物理学 2007-05-23 John R. Klauder

The origin of life occupies a very important place in the study of the evolution. Its liminal location between life and non-life poses special challenges to researchers who study this subject. Current approaches in studying the origin and…

物理学史与哲学 · 物理学 2021-04-19 Gennady Shkliarevsky

Interest in the field of Explainable Artificial Intelligence has been growing for decades and has accelerated recently. As Artificial Intelligence models have become more complex, and often more opaque, with the incorporation of complex…

人工智能 · 计算机科学 2020-03-18 Shruthi Chari , Daniel M. Gruen , Oshani Seneviratne , Deborah L. McGuinness

While artificial intelligence (AI) has become widespread, many commercial AI systems are not yet accessible to individual researchers nor the general public due to the deep knowledge of the systems required to use them. We believe that AI…

Open science describes the movement of making any research artefact available to the public and includes, but is not limited to, open access, open data, and open source. While open science is becoming generally accepted as a norm in other…

软件工程 · 计算机科学 2021-02-10 Daniel Méndez Fernández , Daniel Graziotin , Stefan Wagner , Heidi Seibold