Imaginative Constraints and Generative Models

Australasian Journal of Philosophy 99 (1):68-82 (2021)
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Abstract

ABSTRACT How can imagination generate knowledge when its contents are voluntarily determined? Several philosophers have recently answered this question by pointing to the constraints that underpin imagination when it plays knowledge-generating roles. Nevertheless, little has been said about the nature of these constraints. In this paper, I argue that the constraints that underpin sensory imagination come from the structure of causal probabilistic generative models, a construct that has been highly influential in recent cognitive science and machine learning. I highlight several attractions of this account, and I favourably contrast it with Peter Langland-Hassan’s account of sensory imagination in terms of the forward models exploited in sensorimotor control.

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Citations of this work

How Imagination Informs.Joshua Myers - forthcoming - Philosophical Quarterly.
The epistemic imagination revisited.Arnon Levy & Ori Kinberg - 2023 - Philosophy and Phenomenological Research 107 (2):319-336.
Desire, imagination, and the perceptual analogy.Kael McCormack - 2023 - Philosophical Explorations 26 (2):234-253.

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