The causal and explanatory role of information stored in connectionist networks

Minds and Machines 10 (3):361-380 (2000)
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Abstract

  In this paper I defend the propriety of explaining the behavior of distributed connectionist networks by appeal to selected data stored therein. In particular, I argue that if there is a problem with such explanations, it is a consequence of the fact that information storage in networks is superpositional, and not because it is distributed. I then develop a ``proto-account'''' of causation for networks, based on an account of Andy Clark''s, that shows even superpositionality does not undermine information-based explanation. Finally, I argue that the resulting explanations are genuinely informative and not vacuous

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Dan Haybron
Saint Louis University

Citations of this work

Connectionism.James Garson & Cameron Buckner - 2019 - Stanford Encyclopedia of Philosophy.
Distributed traces and the causal theory of constructive memory.John Sutton & Gerard O'Brien - 2023 - In John Sutton & Gerard O'Brien (eds.), Current Controversies in the Philosophy of Memory. Routledge. pp. 82-104. Translated by Andre Sant' Anna, Christopher McCarroll & Kourken Michaelian.

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References found in this work

Judgement and justification.William G. Lycan - 1988 - New York: Cambridge University Press.
Connectionism, eliminativism, and the future of folk psychology.William Ramsey, Stephen P. Stich & J. Garon - 1991 - In William Ramsey, Stephen P. Stich & D. Rumelhart (eds.), Philosophical Perspectives. Lawrence Erlbaum. pp. 499-533.
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Folk psychology and cognitive architecture.Frances Egan - 1995 - Philosophy of Science 62 (2):179-96.

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