12 citations · 30 across the 23 of their papers we have counts for
Showing 2022 · cs.MAShow all
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cs.MA2022
Mean Field Games on Weighted and Directed Graphs via Colored Digraphons
Christian Fabian, Kai Cui, Heinz Koeppl
The field of multi-agent reinforcement learning (MARL) has made considerable progress towards controlling challenging multi-agent systems by employing various learning methods. Num…
cs.MA2022★ 8 cited
A Survey on Large-Population Systems and Scalable Multi-Agent Reinforcement Learning
Kai Cui, Anam Tahir, Gizem Ekinci +4
The analysis and control of large-population systems is of great interest to diverse areas of research and engineering, ranging from epidemiology over robotic swarms to economics a…
cs.MA2022
Learning Sparse Graphon Mean Field Games
Christian Fabian, Kai Cui, Heinz Koeppl
Although the field of multi-agent reinforcement learning (MARL) has made considerable progress in the last years, solving systems with a large number of agents remains a hard chall…