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This chapter discusses the possibility of instilling a virtual world with mechanisms for evolution and natural selection in order to generate rich ecosystems of complex organisms in a process akin to biological evolution. Some previous work…

神经与进化计算 · 计算机科学 2018-06-05 Tim Taylor

Human-AI coevolution, defined as a process in which humans and AI algorithms continuously influence each other, increasingly characterises our society, but is understudied in artificial intelligence and complexity science literature.…

From the formation of snowflakes to the evolution of diverse life forms, emergence is ubiquitous in our universe. In the quest to understand how complexity can arise from simple rules, abstract computational models, such as cellular…

神经与进化计算 · 计算机科学 2024-06-07 Maxence Faldor , Antoine Cully

The integration of Artificial Intelligence in the development of computer systems presents a new challenge: make intelligent systems explainable to humans. This is especially vital in the field of health and well-being, where transparency…

Creating autonomous, self-supporting, self-replicating, sustainable systems is a great challenge. To some extent, understanding life means not only being able to create it from scratch, but also improving, supporting, saving it, or even…

机器人学 · 计算机科学 2011-11-07 Serge Kernbach

Having a model and being able to implement open-ended evolutionary systems is important for advancing our understanding of open-endedness. Complex systems science and newest generation high-level programming languages provide intriguing…

神经与进化计算 · 计算机科学 2022-03-02 Patrik Christen

It is needless to mention the (already established) overarching importance of knowledge organization and its tried-and-tested high-quality schemes in knowledge-based Artificial Intelligence (AI) systems. But equally, it is also hard to…

人工智能 · 计算机科学 2021-05-25 Mayukh Bagchi

Open-ended evolution requires unbounded possibilities that evolving entities can explore. The cardinality of a set of those possibilities thus has a significant implication for the open-endedness of evolution. We propose that facilitating…

神经与进化计算 · 计算机科学 2019-02-04 Hiroki Sayama

Context: Evolutionary algorithms typically require a large number of evaluations (of solutions) to converge - which can be very slow and expensive to evaluate.Objective: To solve search-based software engineering (SE) problems, using fewer…

软件工程 · 计算机科学 2017-09-19 Jianfeng Chen , Vivek Nair , Tim Menzies

In this article we focus on evolving information systems. First a delimitation of the concept of evolution is provided, resulting in a first attempt to a general theory for such evolutions. The theory makes a distinction between the…

人工智能 · 计算机科学 2021-05-25 H. A. Proper , Th. P. van der Weide

Humans stand alone in terms of their potential to collectively and cumulatively change their culture in an open-ended manner. This open-endedness provides societies with the ability to continually expand their resources and to increase…

神经与进化计算 · 计算机科学 2026-01-06 James Winters , Mathieu Charbonneau

Developers of AI-Intensive Systems--i.e., systems that involve both "traditional" software and Artificial Intelligence"are recognizing the need to organize development systematically and use engineered methods and tools. Since an…

软件工程 · 计算机科学 2021-03-17 Luigi Lavazza , Sandro Morasca

This PhD thesis is essentially the story of a scientific idea, from what it has blossomed, how it has grown, what it might become. My ambition in writing has been to produce an original, coherent and compact narrative. It begins (1) with a…

生物物理 · 物理学 2023-12-25 Vito Dichio

As researchers strive to narrow the gap between machine intelligence and human through the development of artificial intelligence technologies, it is imperative that we recognize the critical importance of trustworthiness in open-world,…

机器学习 · 统计学 2023-10-19 Shide Du , Zihan Fang , Shiyang Lan , Yanchao Tan , Manuel Günther , Shiping Wang , Wenzhong Guo

At any moment in time, evolution is faced with a formidable challenge: refining the already highly optimised design of biological species, a feat accomplished through all preceding generations. In such a scenario, the impact of random…

种群与进化 · 定量生物学 2024-02-20 Alessandro Fontana , Marios Kyriazis

Reproducibility is a fundamental requirement of the scientific process since it enables outcomes to be replicated and verified. Computational scientific experiments can benefit from improved reproducibility for many reasons, including…

数据库 · 计算机科学 2019-09-04 Maria Luiza Mondelli , A. Townsend Peterson , Luiz M. R. Gadelha

AI for Science (AI4Science), particularly in the form of self-driving labs, has the potential to sideline human involvement and hinder scientific discovery within the broader community. While prior research has focused on ensuring the…

人工智能 · 计算机科学 2023-11-01 Chase Yakaboski , Gregory Hyde , Clement Nyanhongo , Eugene Santos

Artificial intelligence methods are being increasingly applied across various domains, but their often opaque nature has raised concerns about accountability and trust. In response, the field of explainable AI (XAI) has emerged to address…

In recent years Open Innovation (OI) has gained much attention and made firms aware that they need to consider the open environment surrounding them. To facilitate this shift Requirements Engineering (RE) needs to be adapted in order to…

软件工程 · 计算机科学 2022-08-04 Johan Linåker , Björn Regnell , Hussan Munir

Advances in science are being sought in newly available opportunities to collect massive quantities of data about complex systems. While key advances are being made in detailed mapping of systems, how to relate this data to solving many of…

物理与社会 · 物理学 2016-04-05 Yaneer Bar-Yam