Agents.jl: A performant and feature-full agent based modelling software of minimal code complexity
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Abstract (arXiv)
Agent based modelling is a simulation method in which autonomous agents interact with their environment and one another, given a predefined set of rules. It is an integral method for modelling and simulating complex systems, such as socio-economic problems. Since agent based models are not described by simple and concise mathematical equations, code that generates them is typically complicated, large, and slow. Here we present Agents.jl, a Julia-based software that provides an ABM analysis platform with minimal code complexity. We compare our software with some of the most popular ABM software in other programming languages. We find that Agents.jl is not only the most performant, but also the least complicated software, providing the same (and sometimes more) features as the competitors with less input required from the user. Agents.jl also integrates excellently with the entire Julia ecosystem, including interactive applications, differential equations, parameter optimization, and more. This removes any ``extensions library'' requirement from Agents.jl, which is paramount in many other tools.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Jan 2021.
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Citing papers per year: 2023: 2; 2024: 1; 2025: 0; 2026: 1.
4 papers.
- 2024On the limits of agency in agent-based modelscited by 20
- 2023Specification of MiniDemographicABM.jl: A simplified agent-based demographic model of the UKcited by 1
- 2023Formal specification terminology for demographic agent-based models of fixed-step single-clocked simulationscited by 0
- 2026GAMMS: Graph based Adversarial Multiagent Modeling Simulatorcited by 0
- 2026GAMMS: Graph based Adversarial Multiagent Modeling Simulator4 Feb 2026
- 2024On the limits of agency in agent-based models14 Sep 2024
- 2023Formal specification terminology for demographic agent-based models of fixed-step single-clocked simulations24 Aug 2023
- 2023Specification of MiniDemographicABM.jl: A simplified agent-based demographic model of the UK31 Jul 2023