Showing cs.MAShow all
2 papers · 1 filter
cs.MA2026
Mean-Field Control on Sparse Graphs: From Local Limits to GNNs via Neighborhood Distributions
Tobias Schmidt, Kai Cui
Mean-field control (MFC) offers a scalable solution to the curse of dimensionality in multi-agent systems but traditionally hinges on the restrictive assumption of exchangeability…
cs.MA2025
Learning Mean Field Control on Sparse Graphs
Christian Fabian, Kai Cui, Heinz Koeppl
Large agent networks are abundant in applications and nature and pose difficult challenges in the field of multi-agent reinforcement learning (MARL) due to their computational and…