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An Analysis and Comparison of ACT-R and Soar

arXiv 2201.09305 ↗First posted 23 Jan 2022cs.AIcited by 12

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Abstract (arXiv)

This is a detailed analysis and comparison of the ACT-R and Soar cognitive architectures, including their overall structure, their representations of agent data and metadata, and their associated processing. It focuses on working memory, procedural memory, and long-term declarative memory. I emphasize the commonalities, which are many, but also highlight the differences. I identify the processes and distinct classes of information used by these architectures, including agent data, metadata, and meta-process data, and explore the roles that metadata play in decision making, memory retrievals, and learning.

Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). Builds on 0 of its 27 references that are in the map. First posted on arXiv 23 Jan 2022.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 1; 2023: 1; 2024: 3; 2025: 5; 2026: 2.

12 papers.