Multi-Agent-Based-Simulations unsig Active Inferece as Theoretical Tools

Authors

  • Kolja J. Kurzer Active Inference Institute

DOI:

https://doi.org/10.21241/

Keywords:

Multi-Agent-Based-Modeling, Active Inference, Simulation, Sociological Theory, Micro-Macro-Problem

Abstract

The article argues for the use of simulations, specifically multi-agent-based simulations, as theoretical tools. Furthermore, it makes the case that the theory of active inference is well-suited to this end. To this end, three simulations are presented that already use active inference to generate solutions to typical sociological problems. A simulative contrast between four solutions of the micro-macro-problem is delineated, as well as further expansions of multi-agent-based simulations with active inference.

References

Barrett, Lisa Feldman. 2023. Wie Gefühle entstehen: eine neue Sicht auf unsere Emotionen. Hamburg: Rowohlt Polaris.

Beckenbauer, Lukas, Johannes-Lucas Loewe, Ge Zheng und Alexandra Brintrup. 2025. Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks. http://arxiv.org/abs/2509.05651 (Zugegriffen: 17. Sep. 2025).

Cheadle, Jacob E., K. J. Davidson-Turner und Bridget J. Goosby. 2024. Active Inference and Social Actors: Towards a Neuro-Bio-Social Theory of Brains and Bodies in Their Worlds. KZfSS Kölner Zeitschrift für Soziologie und Sozialpsychologie 76:317–350.

Dennett, D. C., 1996. Kinds of minds: toward an understanding of consciousness. New York: Basic Books.

Epstein, Joshua M. 2006. Generative Social Science: Studies in Agent-Based Computational Modeling. Princeton: Princeton University Press.

Epstein, Joshua M., und Robert L. Axtell. 1996. Growing Artificial Societies: Social Science from the Bottom Up. Cambridge, MA: The MIT Press.

Esser, Hartmut. 2002. Soziologie. 1: Situationslogik und Handeln. Frankfurt am Main, New York: Campus.

Esser, Hartmut. 2019. Situationslogik. In: Große Transformation? Zur Zukunft moderner Gesellschaften: Sonderband des Berliner Journals für Soziologie, Hrsg. Klaus Dörre, Hartmut Rosa, Karina Becker, Sophie Bose und Benjamin Seyd, 567–585. Wiesbaden: Springer Fachmedien.

Fields, Chris, Mahault Albarracin, Karl Friston, Alex Kiefer, Maxwell J.D Ramstead und Adam Safron. 2025. How do inner screens enable imaginative experience? Applying the free-energy principle directly to the study of conscious experience. Neuroscience of Consciousness 2025(1):2057–2107. 10.1093/nc/niaf009

Finkelde, Dominik. 2015. Exzessive Subjektivität: eine Theorie tathafter Neubegründung des Ethischen nach Kant, Hegel und Lacan. Freiburg: Verlag Karl Alber.

Friston, Karl. 2010. The free-energy principle: a unified brain theory? Nature Reviews Neuroscience 11:127–138.

Friston, Karl, Lancelot Da Costa, Noor Sajid, Conor Heins, Kai Ueltzhöffer, Grigorios A. Pavliotis und Thomas Parr. 2023. The free energy principle made simpler but not too simple. Physics Reports 1024:1–29. https://doi.org/10.1016/j.physrep.2023.07.001

Friston, Karl, und Christopher Frith. 2015. A Duet for One. Consciousness and Cognition 36:390–405.

Friston, Karl, James Kilner und Lee Harrison. 2006. A free energy principle for the brain. Journal of Physiology-Paris 100:70–87.

Fuchs, Peter. 2015. DAS Sinnsystem: Prospekt einer sehr allgemeinen Theorie. Weilerswist: Velbrück Wissenschaft.

Fuhse, Jan A. 2022. How Can Theories Represent Social Phenomena? Sociological Theory 40:99–123.

Heins, Conor et al. 2022. pymdp: A Python library for active inference in discrete state spaces. Journal of Open Source Software 7:4098.

Kastel, Natalie, Casper Hesp, K. Richard Ridderinkhof und Karl J. Friston. 2022. Small steps for mankind: Modeling the emergence of cumulative culture from joint active inference communication. Frontiers in Neurorobotics 16:944986.

Luhmann, Niklas. 1991. Soziale Systeme: Grundriß einer allgemeinen Theorie. 4. Auflage. Frankfurt am Main: Suhrkamp.

Luhmann, Niklas. 1994. Die Gesellschaft der Gesellschaft. 1. Band. 11. Auflage. Frankfurt am Main: Suhrkamp.

Luhmann, Niklas. 2018. Die Wissenschaft der Gesellschaft. 8. Auflage. Frankfurt am Main: Suhrkamp.

Nehrer, Samuel William, Jonathan Ehrenreich Laursen, Conor Heins, Karl Friston, Christoph Mathys und Peter Thestrup Waade. 2025. Introducing ActiveInference.jl: A Julia Library for Simulation and Parameter Estimation with Active Inference Models. Entropy 27(1):62. https://doi.org/10.3390/e27010062

Parr, Thomas, Giovanni Pezzulo und Karl J. Friston. 2022. Active Inference: The Free Energy Principle in Mind, Brain, and Behavior. Cambridge, Massachusetts; London: The MIT Press.

Pearl, Judea. 1988. Probabilistic Reasoning in Intelligent Systems. Burlington, M.A.: Morgan Kaufmann.

Pitliya, Riddhi J., Ozan Catal, Toon Van de Maele, Corrado Pezzato und Tim Verbelen. 2025. Theory of Mind Using Active Inference: A Framework for Multi-Agent Cooperation. http://arxiv.org/abs/2508.00401

Priorelli, Matteo, Federico Maggiore, Antonella Maselli, Francesco Donnarumma, Domenico Maisto, Francesco Mannella, Ivilin Peev Stoianov und Giovanni Pezzulo. 2024. Modeling motor control in continuous-time Active Inference: a survey. IEEE Transactions on Cognitive and Developmental Systems 16(2):485–500. https://doi.org/10.1109/TCDS.2023.3338491

Ramstead, M.J.D., Albarracin, M., Kiefer, A., Klein, B., Fields, C., Friston, K., Safron, A., 2024. The inner screen model of consciousness: applying the free energy principle directly to the study of conscious experience. https://doi.org/10.48550/arXiv.2305.02205

Smith, Ryan, Karl J. Friston und Christopher J. Whyte. 2022. A step-by-step tutorial on active inference and its application to empirical data. Journal of Mathematical Psychology 107:102632.

Tomasello, Michael. 2021. Becoming Human: A Theory of Ontogeny. Cambridge, Massachusetts; London: The Belknap Press of Harvard University Press.

Tomasello, Michael. 2024. Die Evolution des Handelns: von den Eidechsen zum Menschen. Berlin: Suhrkamp Verlag.

Waldherr, Annie, Martin Hilbert und Sandra González-Bailón. 2021. Worlds of Agents: Prospects of Agent-Based Modeling for Communication Research. Communication Methods and Measures 15:243–254.

Zermelo, Ernst. 2010. Collected Works: Gesammelte Werke. Hrsg. Heinz-Dieter Ebbinghaus, Craig G. Fraser und Akihiro Kanamori. Heidelberg: Springer.

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Published

2026-10-07

Issue

Section

Sektion Modellbildung und Simulation: Aktuelle Entwicklungen in Modellbildung und Simulation (Sek30)

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