FormalCog: Formal Semantics and Analysis of Cognitive Architectures

The aim of this project is to develop a formal basis for analysis of a cognitive modeling architecture and its sound implementation as a proof-of-concept.

Computational cognitive modeling explores human cognition by building models that are executable by computers. Such computational models can serve as process-based theories that support classic behavioral studies to better understand human cognition.

Currently, computational cognitive modeling architectures as well as the implementations of cognitive models are typically ad-hoc constructs. They lack a formalization from the computer science point of view. This impedes analysis of the underlying languages and the programmed models. It makes it hard to compare different implementation variants of the languages. It makes it hard to verify properties of the models. These issues call for a formal semantics of cognitive modeling languages together with proper analysis techniques.

The main objective of this project is to connect the psychological methods from computational cognitive modeling with results from computer science to eliminate ad-hoc cognitive modeling. We will develop a formal operational semantics for a popular cognitive modeling language and build an analysis framework upon it. 

In short, the possibility of analyzing models on a sound semantical basis will enable the formally founded validation of cognitive models. Last but not least, our endeavor will foster the interplay between Computational Psychology and Computer Science.

References


6.
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Gall, Daniel; Frühwirth, Thom
A Decidable Confluence Test for Cognitive Models in ACT-R
In Stefania Costantini, Enrico Franconi, William Van Woensel, Roman Kontchakov, Fariba Sadri, and Dumitru Roman, Editor, Proceedings of RuleML+RR 2017 Band 10364 aus Lecture Notes in Computer Science
Herausgeber: Springer,
Juli 2017
5.
pdf
Gall, Daniel; Frühwirth, Thom
Translation of Cognitive Models from ACT-R to Constraint Handling Rules
10th International Web Rule Symposium (RuleML 2016), New York, USA, July 2016
Juli 2016
4.
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Gall, Daniel; Frühwirth, Thom
A Formal Semantics for the Cognitive Architecture ACT-R
Revised Selected Papers of the 24th International Symposium on Logic-Based Program Synthesis and Transformation (LOPSTR 2014) Band 8981
Herausgeber: Springer LNCS,
September 2015
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Gall, Daniel; Frühwirth, Thom
A Refined Operational Semantics for ACT-R
ACM 17th International Symposium on Principles and Practice of Declarative Programming (PPDP 2015), Siena, Italy
Juli 2015
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Gall, Daniel; Frühwirth, Thom
An Adaptable Implementation of ACT-R with Refraction in Constraint Handling Rules
13th International Conference on Cognitive Modeling (ICCM), Groningen
April 2015
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Gall, Daniel; Frühwirth, Thom
Exchanging Conflict Resolution in an Adaptable Implementation of ACT-R
Selected Papers of the 30th International Conference on Logic Programming (ICLP 2014) Band 14(4-5) , Seite 525-538.
Herausgeber: Cambridge University Press,
Juli 2014