Project
EF-MA-Sys-4
Rare-Event Inference for Agent-Based Models via Graph-Localized Langevin Sampling
Project Heads
Carsten Hartmann, Max von Kleist, Claudia Schillings
Project Members
Ilja Klebanov
Project Duration
26.10.2026 – 25.10.2028
Located at
FU Berlin
Description
We develop a graph-based framework for rare-event inference in agent-based models, combining localized Langevin sampling, sequential Monte Carlo, and multi-fidelity surrogates. The method enables efficient estimation of rare-event probabilities and identification of mechanisms driving extreme epidemic outbreaks.
Project Webpages
Selected Publications
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