Developing Artificial Human-Like Arithmetical Intelligence (and Why)

被引:0
|
作者
Markus Pantsar
机构
[1] RWTH Aachen University,Human Technology Center
来源
Minds and Machines | 2023年 / 33卷
关键词
Philosophy of arithmetic; Arithmetic; Artificial Intelligence; Cognitive modelling; Numerical cognition; Deep neural networks;
D O I
暂无
中图分类号
学科分类号
摘要
Why would we want to develop artificial human-like arithmetical intelligence, when computers already outperform humans in arithmetical calculations? Aside from arithmetic consisting of much more than mere calculations, one suggested reason is that AI research can help us explain the development of human arithmetical cognition. Here I argue that this question needs to be studied already in the context of basic, non-symbolic, numerical cognition. Analyzing recent machine learning research on artificial neural networks, I show how AI studies could potentially shed light on the development of human numerical abilities, from the proto-arithmetical abilities of subitizing and estimating to counting procedures. Although the current results are far from conclusive and much more work is needed, I argue that AI research should be included in the interdisciplinary toolbox when we try to explain the development and character of numerical cognition and arithmetical intelligence. This makes it relevant also for the epistemology of mathematics.
引用
收藏
页码:379 / 396
页数:17
相关论文
共 50 条
  • [11] Artificial Intelligence approaches for the generation and assessment of believable human-like behaviour in virtual characters
    Llargues Asensio, Joan Marc
    Peralta, Juan
    Arrabales, Raul
    Gonzalez Bedia, Manuel
    Cortez, Paulo
    Lopez Pena, Antonio
    EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (16) : 7281 - 7290
  • [12] Is human-like decision making explainable? Towards an explainable artificial intelligence for autonomous vehicles
    Xie, Jiming
    Zhang, Yan
    Qin, Yaqin
    Wang, Bijun
    Dong, Shuai
    Li, Ke
    Xia, Yulan
    TRANSPORTATION RESEARCH INTERDISCIPLINARY PERSPECTIVES, 2025, 29
  • [13] Parallel and Serial Components in Human-Like Intelligence
    Fahlman, Scott E.
    BIOLOGICALLY INSPIRED COGNITIVE ARCHITECTURES 2011, 2011, 233 : 104 - 109
  • [14] Human-like reflex control for an artificial hand
    Folgheraiter, M
    Gini, G
    BIOSYSTEMS, 2004, 76 (1-3) : 65 - 74
  • [15] Is a Machine Realization of Truly Human-Like Intelligence Achievable?
    James L. McClelland
    Cognitive Computation, 2009, 1 : 17 - 21
  • [16] Is a Machine Realization of Truly Human-Like Intelligence Achievable?
    McClelland, James L.
    COGNITIVE COMPUTATION, 2009, 1 (01) : 17 - 21
  • [17] To enhance computational intelligence by human-like learning method
    Chowdhury, Minhaz Rafi
    International Conference on Computational Intelligence for Modelling, Control & Automation Jointly with International Conference on Intelligent Agents, Web Technologies & Internet Commerce, Vol 2, Proceedings, 2006, : 1017 - 1021
  • [18] Imitation Versus Communication: Testing for Human-Like Intelligence
    Jamie Cullen
    Minds and Machines, 2009, 19 : 237 - 254
  • [19] Building human-like communicative intelligence: A grounded perspective
    Dubova, Marina
    COGNITIVE SYSTEMS RESEARCH, 2022, 72 : 63 - 79
  • [20] Imitation Versus Communication: Testing for Human-Like Intelligence
    Cullen, Jamie
    MINDS AND MACHINES, 2009, 19 (02) : 237 - 254