5 papers
Tuning Agent-Based Predator-Prey Models Toward Lotka-Volterra Dynamics
Corinna Mandl, Siddharth Chaturvedi, Marcel van Gerven
Recent growth in compute power has made it increasingly feasible to use large-scale agent-based models to simulate complex adaptive systems. A central difficulty is that such model…
Emergence of Internal State-Modulated Swarming in Multi-Agent Patch Foraging System
Siddharth Chaturvedi, Ahmed EL-Gazzar, Marcel van Gerven
Active particles are entities that sustain persistent out-of-equilibrium motion by consuming energy. Under certain conditions, they exhibit the tendency to self-organize through co…
Role Differentiation in a Coupled Resource Ecology under Multi-Level Selection
Siddharth Chaturvedi, Ahmed El-Gazzar, Marcel van Gerven
A group of non-cooperating agents can succumb to the \emph{tragedy-of-the-commons} if all of them seek to maximize the same resource channel to improve their viability. In nature,…
ABMax: A JAX-based Agent-based Modeling Framework
Siddharth Chaturvedi, Ahmed El-Gazzar, Marcel van Gerven
Agent-based modeling (ABM) is a principal approach for studying complex systems. By decomposing a system into simpler, interacting agents, agent-based modeling (ABM) allows researc…
Foragax: An Agent-Based Modelling Framework Based on JAX
Siddharth Chaturvedi, Ahmed El-Gazzar, Marcel van Gerven
Foraging for resources is a ubiquitous activity conducted by living organisms in a shared environment to maintain their homeostasis. Modelling multi-agent foraging in-silico allows…