SciCompMod / memilio

Modular spatio-temporal models for epidemic and pandemic simulations
https://scicompmod.github.io/memilio/
Apache License 2.0
51 stars 15 forks source link

Automatic differentiation of the ABM #933

Open mknaranja opened 4 months ago

mknaranja commented 4 months ago

Feature description

In order to assess to sensitivity of the agent-based model with respect to the input parameters, we want to include automatic differentation. As the ABM outputs are discrete, we have to extend the current implementation provided for ODE-based models. For instance, https://arxiv.org/abs/2210.08572 could be a good starting point.

Additional context

No response

Checklist