Connectionism and the problem of systematicity: why Smolensky's solution doesn't work.
By Jerry A. Fodor, B. McLaughlin. 1990
Subfields: Cognitive Science & Psychology, Philosophy
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Cognitive Science & Psychology
- Randall C. O’Reilly
- James Henderson
- Peter Alexander Jansen
- J. Urgen Schmidhuber
- J. Cohen
- Christian Lebiere
- Scott Watter
- Fredrik Linåker
In Philosophy
- Randall C. O’Reilly
- James Henderson
- Peter Alexander Jansen
- J. Urgen Schmidhuber
- J. Cohen
- Christian Lebiere
- Alexander A. Petrov
- Scott Watter
Citations in the corpus
- Neural Logic Machines (2019, background): “Starting from Fodor & Pylyshyn (1988), however, there has been a debate over the problem of systematicity (such as understanding recursive systems) in connectionist models (Fodor & McLaughlin, 1990; Hadley, 1994; Jansen & Watter, 2012).”
- Distributed representations for extended syntactic transformation (2000, background): “1 Whether or not the level of systematicity actually achieved in connectionist systems should be regarded to be a cognitively plausible demonstration of systematicity has been the matter of much debate (cf. Smolensky 1987, 1988, Fodor and McLaughlin 1990, van Gelder 1990, Blank et al .”
- Learning to Reason with Third-Order Tensor Products (2018, background): “Similarly, the distributed representations f and r are assigned manually instead of being learned from data, yielding arguments against the TPR as a connectionist theory of cognition [30].”
- How Limited Systematicity Emerges: A Computational Cognitive Neuroscience Approach (Author's Manuscript) (2014, background): “FP88 made the point that connectionist models of that time failed to exhibit these features, and thus were insufficient models of the full power of human cognition (Fodor & Pylyshyn, 1988; Fodor & McLaughlin, 1990; McLaughlin, 1993).”
- Darwin's mistake: Explaining the discontinuity between human and nonhuman minds (2008, unknown): “But as Fodor and colleagues have repeatedly argued (e.g., Fodor 1997; Fodor & McLaughlin 1990), the kind of systematicity posited by the PSS hypothesis is not statistical or accidental or a by-product of domainspecific adaptations; rather, it arises as a matter of nomological necessity from the…”
- The Unstoppable Rise of Computational Linguistics in Deep Learning (2020, background): “tures were not adequate to account for regularities which they characterised as systematicity (see also (Smolensky, 1990; Fodor and McLaughlin, 1990)).”
- Strong systematicity through sensorimotor conceptual grounding: an unsupervised, developmental approach to connectionist sentence processing (2012, background): “Further, even if a single demonstration of systematicity in a connectionist system was developed, this would be insufficient – systematicity is a general property of cognition (Fodor and McLaughlin 1990 ) and should also be a broad property of any model of cognition.”