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解构与重构照顾者与婴儿互动中的轮流模式:早期合作具身模型的一个平台。

Deconstructing and reconstructing turn-taking in caregiver-infant interactions: a platform for embodied models of early cooperation.

作者信息

Sagar Mark, Henderson Annette M E, Takac Martin, Morrison Samara, Knott Alistair, Moser Alecia, Yeh Wan-Ting, Pages Nathan, Jawed Khurram

机构信息

Soul Machines Ltd., Auckland, New Zealand.

Auckland Bioengineering Institute, University of Auckland, Auckland, New Zealand.

出版信息

J R Soc N Z. 2022 Jul 18;53(1):148-168. doi: 10.1080/03036758.2022.2098781. eCollection 2023.

Abstract

Despite recent advances in AI, building systems that can engage in natural and realistic cooperative interactions with human partners remains a challenge. In this article, we argue that as a precursor to modelling sophisticated cooperation in adults, it's useful to build a model of how cooperation develops in infants. We present a simple initial model of infant cooperation, embodied in BabyX - a hyperrealistic virtual simulation of an 18-month-old infant that can interact with human partners in real time. Our focus in this paper is on cooperative behaviours in the nonverbal domain. The framework for our model of these behaviours is a cognitive model of events and event processing. We detail how cognitive and motor mechanisms in BabyX lead to rudimentary cooperation manifested in nonverbal turn-taking. We introduce a novel empirical paradigm for testing BabyX's model of cooperation, by comparing her interactions with users with 'real' interactions between human infants and their caregivers, which we observed in a detailed empirical study. In this study, we find nonverbal turn-taking in human infant-caregiver interactions, consistent with our BabyX model. This initial model provides the foundation for a comprehensive, and developmentally consistent, model of human cooperation.

摘要

尽管人工智能最近取得了进展,但构建能够与人类伙伴进行自然且逼真的合作互动的系统仍然是一项挑战。在本文中,我们认为,作为模拟成年人复杂合作的前奏,构建一个关于婴儿合作如何发展的模型是很有用的。我们提出了一个简单的婴儿合作初始模型,体现在BabyX中——一个对18个月大婴儿的超逼真虚拟模拟,它可以与人类伙伴实时互动。我们在本文中的重点是非语言领域的合作行为。我们这些行为模型的框架是一个关于事件和事件处理的认知模型。我们详细阐述了BabyX中的认知和运动机制如何导致在非语言轮流互动中表现出的初步合作。我们通过将她与用户的互动与我们在一项详细实证研究中观察到的人类婴儿与其照顾者之间的“真实”互动进行比较,引入了一种新颖的实证范式来测试BabyX的合作模型。在这项研究中,我们在人类婴儿-照顾者互动中发现了非语言轮流互动,这与我们的BabyX模型一致。这个初始模型为一个全面的、与发展相一致的人类合作模型奠定了基础。

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Helping and Cooperation at 14 Months of Age.14个月大时的帮助与合作。
Infancy. 2007 May;11(3):271-294. doi: 10.1111/j.1532-7078.2007.tb00227.x. Epub 2007 May 1.
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Event Perception and Memory.事件感知和记忆。
Annu Rev Psychol. 2020 Jan 4;71:165-191. doi: 10.1146/annurev-psych-010419-051101.
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Dynamic prediction during perception of everyday events.日常事件感知过程中的动态预测。
Cogn Res Princ Implic. 2018 Dec 29;3(1):53. doi: 10.1186/s41235-018-0146-z.
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How Children Solve the Two Challenges of Cooperation.儿童如何解决合作的两个挑战
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