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Meta-learning is learning to learn, which includes the development of capacities to transfer what people learned in one specific domain to other domains. It facilitates finetuning learning parameters and setting priors for effective and optimal learning in novel contexts and situations. Recent advances in research on artificial intelligence have reported meta-learning is essential in improving and optimizing the performance of trained models across different domains. In this paper, I suggest that meta-learning plays fundamental roles in practical wisdom and its cultivation (...) within moral domains. I support my argument with findings from studies in psychology, neuroscience, and computer science. Moreover, I suggested concrete ideas for moral education to foster wisdom cultivation along with meta-learning with evidence from studies across various fields. Particularly, I underscored that exemplars, including role models and mentors, play fundamental roles in education. Finally, I discussed the potential implications of the introduction of the concept, meta-learning, to moral education addressing concerns and issues related to socio-cultural diversity. (shrink) | |
In this paper, I examine why moral exemplars are useful and even necessary in moral education despite several critiques from researchers and educators. To support my point, I review recent AI research demonstrating that exemplar-based learning is superior to rule-based learning in model performance in training neural networks, such as large language models. I particularly focus on why education aiming at promoting the development of multifaceted moral functioning can be done effectively by using exemplars, which is similar to exemplar-based learning (...) in AI model training. Furthermore, I discuss the potential limitations and issues related to exemplar-applied moral education with findings from recent studies in AI research raising concerns about model biases and toxic outcomes. I attempt to propose ways to address the concerns regarding employing moral exemplars as well. As remedies, I suggest that autonomy-supporting deliberative and reflective learning processes should be utilized. Furthermore, based on the discussion, I examine how macroscopic socio-cultural aspects influence the effectiveness of exemplar-applied moral education. Suggestions for moral educators and future directions for research in moral education are briefly discussed. (shrink) | |
Recently in this journal, Jessica Morley and colleagues (AI & SOC 2023 38:411–423) review AI ethics and education, suggesting that a cultural shift is necessary in order to prepare students for their responsibilities in developing technology infrastructure that should shape ways of life for many generations. Current AI ethics guidelines are abstract and difficult to implement as practical moral concerns proliferate. They call for improvements in ethics course design, focusing on real-world cases and perspective-taking tools to immerse students in challenging (...) situations with relatable personal, social and environmental implications. The present paper considers the ACTWith model of moral cognition for use in such training contexts. Morley and colleagues' paper and contemporary literature are reviewed. Whistleblowing as a source for relatable case studies is discussed, and the purpose of ethics education considered. The ACTWith model is introduced, and correlations with contemporaries noted. The ACTWith model has been successfully employed in a broad range of technology ethics courses in the Netherlands and South Korea. Illustrations are offered. Correlations with contemporary efforts are drawn in the context of software engineering. Summary discussion considers strengths and limitations of the ACTWith program. Overall, the paper emphasizes training high-level moral reasoning through guided inquiry education informing lifetime professional practice, and indicates an outstanding need for teachers able to do the job. (shrink) | |
Meta-learning is learning to learn, which includes the development of capacities to transfer what people learned in one specific domain to other domains. It facilitates finetuning learning parameters and setting priors for effective and optimal learning in novel contexts and situations. Recent advances in research on artificial intelligence have reported meta-learning is essential in improving and optimizing the performance of trained models across different domains. In this paper, I suggest that meta-learning plays fundamental roles in practical wisdom and its cultivation (...) within moral domains. I support my argument with findings from studies in psychology, neuroscience, and computer science. Moreover, I suggested concrete ideas for moral education to foster wisdom cultivation along with meta-learning with evidence from studies across various fields. Particularly, I underscored that exemplars, including role models and mentors, play fundamental roles in education. Finally, I discussed the potential implications of the introduction of the concept, meta-learning, to moral education addressing concerns and issues related to socio-cultural diversity. (shrink) No categories | |
Developing virtues requires attending to the affective and cognitive components of virtue. The former component implies cultivating apt emotional responses to specific situations. The cognitive part requires the (meta) virtue of phronesis. In dealing with “Phronesis in educating emotions,” this article attends to the nature of emotions and phronesis as its role in cultivating good action habits and virtuous emotional habits. It understands emotion regulation as one of the functions of phronesis. In the broader sense, phronesis includes elements other than (...) deliberation, such as dialectics and rhetoric, which can be helpful to induce a certain suspicion or to persuade somewhat since our affectivity is susceptible to persuasion (i.e. Aristotle’s political dominion of emotions). As a topic in the intersection of moral psychology and moral philosophy, we get valuable insights into a psychologist’s work, Magda Arnold’s (1903–2002) emotion theory. Her understanding of emotion elicitation elucidates the relation between phronesis and emotions. The article focuses on one of the central elements of emotion elicitation, the appraisal. This piece can make the education of emotions for virtue development more understandable. At first glance, our initial appraisal may be hasty and inaccurate, leading to emotional reactions. However, with careful reflection, we can correct and improve upon our initial appraisal and subsequent emotions. If our initial assessment was flawed, this second, more thoughtful evaluation can be enhanced through phronesis. Due to the appraisal’s spontaneity, cultivating educated emotions requires values’ teaching, learning, and thus, appraising good things. With the development of virtues, intuitive estimates become adequate, so emotional responses are more attuned to diverse situations. (shrink) | |
Recently in this journal, Jessica Morley and colleagues (AI & SOC 2023 38:411–423) review AI ethics and education, suggesting that a cultural shift is necessary to prepare students for their responsibilities in developing technology infrastructure that should shape ways of life for many generations. Current AI ethics guidelines are abstract and difficult to implement as practical moral concerns proliferate. They call for improvements in ethics course design, focusing on real-world cases and perspective-taking tools to immerse students in challenging situations with (...) relatable personal, social and environmental implications. The present paper considers the ACTWith model of moral cognition for use in such training contexts. Morley and colleagues’ paper and contemporary research literature are reviewed. Whistleblowing as a source for relatable case-studies is discussed, and the purpose of ethics education considered. The ACTWith model is introduced, and correlations with contemporary research noted. The ACTWith model has been successfully employed in a broad range of technology ethics courses in the Netherlands and South Korea. Illustrations are offered. Parallel efforts in the context of software engineering are observed. Summary discussion considers strengths and limitations of the ACTWith program. Overall, the paper emphasizes training high-level moral reasoning through guided inquiry education informing lifetime professional practice, recognizes an outstanding need for teachers able to do the job, and offers the ACTWith program for necessary skill development. (shrink) |
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