Humean learning (how to learn).

David Hume's skeptical solution to the problem of induction was grounded in his belief that we learn by means of custom. We consider here how a form of reinforcement learning like custom may allow an agent to learn how to learn in other ways as well. Specifically, an agent may learn by simple reinfo...

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Detalles Bibliográficos
Publicado en:Philosophical Studies Vol. 181; no. 1; pp. 281 - 298
Autor principal: Barrett, Jeffrey A.
Formato: Artículo
Publicado: Springer Nature Jan2024
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Acceso en línea:Ver este registro en EBSCOhost
Descripción
Sumario:David Hume's skeptical solution to the problem of induction was grounded in his belief that we learn by means of custom. We consider here how a form of reinforcement learning like custom may allow an agent to learn how to learn in other ways as well. Specifically, an agent may learn by simple reinforcement to adopt new forms of learning that work better than simple reinforcement in the context of specific tasks. We will consider how such a bootstrapping process may lead to a system that includes trial-and-error forms of learning like win-stay/lose-shift, probe and adjust, and simple reinforcement itself together with higher-rationality inferential tools.