Integrating Cognitive Architectures with Foundation Models: Cognitively-Guided Few-Shot Learning to Support Trusted Artificial Intelligence

dc.contributor.authorThomson, Robert
dc.contributor.authorBastian, Nathaniel D.
dc.date.accessioned2024-10-01T14:09:55Z
dc.date.available2024-10-01T14:09:55Z
dc.date.issued2024-01-22
dc.description.abstractWe present an updated position integrating cognitive architectures into workflow by utilizing the architecture for what it does most effectively: human-like few-shot learning integrating the vast amount of data stored by foundation models. By supplementing the language-generation capabilities with the constraints of cognitive-architectures guiding prompts, it should be possible to generate more relevant output and possibly even predict when the foundation model is hallucinating. Recent advances in few-shot learning capabilities of cognitive architectures in applied domains will be discussed with some parallel capabilities described by foundation models. Just as we use research from social psychology to 'nudge' people into making informed decisions, we should be able to use cognitive architectures to 'nudge' foundation models into developing more human-relevant content.
dc.description.sponsorshipC5ISR BS&L EECS Army Cyber Institute
dc.identifier.citationThomson, Robert H., and Nathaniel D. Bastian. "Integrating Cognitive Architectures with Foundation Models: Cognitively-Guided Few-Shot Learning to Support Trusted Artificial Intelligence." In Proceedings of the AAAI Symposium Series, vol. 2, no. 1, pp. 409-414. 2023.
dc.identifier.doi10.1609/aaaiss.v2i1.27708
dc.identifier.issn2994-4317
dc.identifier.urihttps://ojs.aaai.org/index.php/AAAI-SS/article/view/27708
dc.identifier.urihttps://hdl.handle.net/20.500.14216/1550
dc.publisherAssociation for the Advancement of Artificial Intelligence (AAAI)
dc.relation.ispartofProceedings of the AAAI Symposium Series
dc.subjectcognitive model
dc.subjectcognitive architecture
dc.subjectfew-shot learning
dc.subjectLLM
dc.subjectgenerative AI
dc.titleIntegrating Cognitive Architectures with Foundation Models: Cognitively-Guided Few-Shot Learning to Support Trusted Artificial Intelligence
dc.typeConference presentations, papers, posters
local.USMAemailrobert.thomson@westpoint.edu
local.peerReviewedYes
oaire.citation.issue1
oaire.citation.volume2

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