Dual-Process Approach to the Problem of Artificial Intelligence Agency Perception

Marcin Rabiza
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Abstract

Thanks to advances in machine learning in recent years the ability of AI agents to act independently of human oversight, respond to their environment, and interact with other machines has significantly increased, and is one step closer to human-like performance. For this reason, we can observe contemporary researchers’ efforts towards modeling agency in artificial systems. In this light, the aim of this paper is to develop a dual-process approach to the problem of AI agency perception, and to discuss possible triggers of various agency perceptions. The article discusses the agency attribution phenomenon, based on which the argument for the dual-process nature of agency perception is developed. Two distinct types of thinking (processing) involved in human reasoning on AI agency are suggested: Type 1 and Type 2. The first one is fast, automatic, routine, and often unconscious; the second is a slower, controlled, more conscious one. These two distinct types of processing can yield differing and sometimes conflicting results for human cognition and interaction. The preliminary philosophical findings may contribute to further investigations in philosophy of mind or cognitive psychology and could also be empirically tested in HCI and UX studies.
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人工智能主体感知问题的双过程方法
由于近年来机器学习的进步,人工智能代理独立于人类监督、对环境做出反应以及与其他机器交互的能力显著提高,并且离类似人类的性能又近了一步。因此,我们可以观察到当代研究人员在人工系统中对代理建模的努力。有鉴于此,本文的目的是开发一种双过程方法来解决人工智能代理感知问题,并讨论各种代理感知的可能触发因素。本文讨论了代理归因现象,在此基础上提出了代理感知的双重过程性质的论点。提出了人类在人工智能代理推理中涉及的两种不同类型的思维(处理):类型1和类型2。第一种是快速的、自动的、常规的,而且经常是无意识的;第二种是更慢、更可控、更有意识的。这两种不同类型的处理可能会对人类的认知和互动产生不同的、有时甚至相互冲突的结果。初步的哲学发现可能有助于心理哲学或认知心理学的进一步研究,也可以在人机交互和用户体验研究中进行实证检验。
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发文量
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审稿时长
5 weeks
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