2 papers
cs.MA2026
Graphon Mean-Field Control for Cooperative Multi-Agent Reinforcement Learning
Yuanquan Hu, Xiaoli Wei, Junji Yan +1
The marriage between mean-field theory and reinforcement learning has shown a great capacity to solve large-scale control problems with homogeneous agents. To break the homogeneity…
cs.LG2024
Continuous-time q-learning for mean-field control problems
Xiaoli Wei, Xiang Yu
This paper studies the q-learning, recently coined as the continuous time counterpart of Q-learning by Jia and Zhou (2023), for continuous time Mckean-Vlasov control problems in th…