An Analysis and Comparison of ACT-R and Soar
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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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Citing papers per year: 2022: 1; 2023: 1; 2024: 3; 2025: 5; 2026: 2.
12 papers.
- 2024Attention Heads of Large Language Models: A Surveycited by 65
- 2025Agentic AI: A Comprehensive Survey of Architectures, Applications, and Future Directionscited by 46
- 2023Towards Autonomous Testing Agents via Conversational Large Language Modelscited by 13
- 2025Agentic Visualization: Extracting Agent-based Design Patterns from Visualization Systemscited by 12
- 2024Agents Are Not Enoughcited by 5
- 2025Games Agents Play: Towards Transactional Analysis in LLM-based Multi-Agent Systemscited by 3
- 2025NL2GenSym: Natural Language to Generative Symbolic Rules for SOAR Cognitive Architecture via Large Language Modelscited by 1
- 2022Introduction to Soarcited by 0
- 2024Towards Neural Network based Cognitive Models of Dynamic Decision-Making by Humanscited by 0
- 2025Decision-Making Amid Information-Based Threats in Sociotechnical Systems: A Reviewcited by 0
- 2026The Observer-Situation Lattice: A Unified Formal Basis for Perspective-Aware Cognitioncited by 0
- 2026CEAA: A Cognitive Embodied Agents Architecture for Interactive Computing Systemscited by 0
- 2026CEAA: A Cognitive Embodied Agents Architecture for Interactive Computing Systems10 Aug 2026
- 2026The Observer-Situation Lattice: A Unified Formal Basis for Perspective-Aware Cognition2 Mar 2026
- 2025Agentic AI: A Comprehensive Survey of Architectures, Applications, and Future Directions29 Oct 2025
- 2025Decision-Making Amid Information-Based Threats in Sociotechnical Systems: A Review28 Oct 2025
- 2025NL2GenSym: Natural Language to Generative Symbolic Rules for SOAR Cognitive Architecture via Large Language Models10 Oct 2025
- 2025Games Agents Play: Towards Transactional Analysis in LLM-based Multi-Agent Systems28 Jul 2025
- 2025Agentic Visualization: Extracting Agent-based Design Patterns from Visualization Systems25 May 2025
- 2024Agents Are Not Enough19 Dec 2024
- 2024Attention Heads of Large Language Models: A Survey5 Sep 2024
- 2024Towards Neural Network based Cognitive Models of Dynamic Decision-Making by Humans24 Jul 2024
- 2023Towards Autonomous Testing Agents via Conversational Large Language Models8 Jun 2023
- 2022Introduction to Soar8 May 2022