Framing the predictive mind: why we should think again about Dreyfus

IF 2 1区 哲学 0 PHILOSOPHY
Jack Reynolds
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引用次数: 0

Abstract

In this paper I return to Hubert Dreyfus’ old but influential critique of artificial intelligence, redirecting it towards contemporary predictive processing models of the mind (PP). I focus on Dreyfus’ arguments about the “frame problem” for artificial cognitive systems, and his contrasting account of embodied human skills and expertise. The frame problem presents as a prima facie problem for practical work in AI and robotics, but also for computational views of the mind in general, including for PP. Indeed, some of the issues it presents seem more acute for PP, insofar as it seeks to unify all cognition and intelligence, and aims to do so without admitting any cognitive processes or mechanisms outside of the scope of the theory. I contend, however, that there is an unresolved problem for PP concerning whether it can both explain all cognition and intelligent behavior as minimizing prediction error with just the core formal elements of the PP toolbox, and also adequately comprehend (or explain away) some of the apparent cognitive differences between biological and prediction-based artificial intelligence, notably in regard to establishing relevance and flexible context-switching, precisely the features of interest to Dreyfus’ work on embodied indexicality, habits/skills, and abductive inference. I address several influential philosophical versions of PP, including the work of Jakob Hohwy and Andy Clark, as well as more enactive-oriented interpretations of active inference coming from a broadly Fristonian perspective.

框定预测思维:为什么我们应该重新思考德雷福斯?
在本文中,我将重温休伯特-德雷福斯(Hubert Dreyfus)对人工智能颇具影响力的旧批判,并将其转向当代的心智预测处理模型(PP)。我重点论述了德雷福斯关于人工认知系统的 "框架问题 "的论点,以及他对体现人类技能和专业知识的相反论述。框架问题不仅对人工智能和机器人学的实际工作是一个初步问题,而且对一般的心智计算观点,包括PP,也是一个初步问题。事实上,由于密钥试图统一所有认知和智能,并且不承认理论范围之外的任何认知过程或机制,因此它所提出的一些问题对于密钥来说似乎更为尖锐。然而,我认为,PP还有一个悬而未决的问题,即它是否既能用PP工具箱中的核心形式元素解释所有认知和智能行为,将预测误差降到最低,又能充分理解(或解释)生物智能和基于预测的人工智能之间的一些明显的认知差异,特别是在建立相关性和灵活的上下文切换方面,而这正是德雷福斯在具身索引性、习惯/技能和归纳推理方面的工作所关注的特征。我将讨论几种有影响力的PP哲学版本,包括雅各布-霍维(Jakob Hohwy)和安迪-克拉克(Andy Clark)的研究,以及从广义的弗里斯托尼视角出发对主动推理所作的更积极主动的解释。
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来源期刊
CiteScore
5.00
自引率
8.70%
发文量
72
期刊介绍: Phenomenology and the Cognitive Sciences is an interdisciplinary, international journal that serves as a forum to explore the intersections between phenomenology, empirical science, and analytic philosophy of mind. The journal represents an attempt to build bridges between continental phenomenological approaches (in the tradition following Husserl) and disciplines that have not always been open to or aware of phenomenological contributions to understanding cognition and related topics. The journal welcomes contributions by phenomenologists, scientists, and philosophers who study cognition, broadly defined to include issues that are open to both phenomenological and empirical investigation, including perception, emotion, language, and so forth. In addition the journal welcomes discussions of methodological issues that involve the variety of approaches appropriate for addressing these problems.    Phenomenology and the Cognitive Sciences also publishes critical review articles that address recent work in areas relevant to the connection between empirical results in experimental science and first-person perspective.Double-blind review procedure The journal follows a double-blind reviewing procedure. Authors are therefore requested to place their name and affiliation on a separate page. Self-identifying citations and references in the article text should either be avoided or left blank when manuscripts are first submitted. Authors are responsible for reinserting self-identifying citations and references when manuscripts are prepared for final submission.
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