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cs.MA2022★ 1 cited
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…
stat.ML2022
Thompson Sampling on Asymmetric -Stable Bandits
Zhendong Shi, Ercan E. Kuruoglu, Xiaoli Wei
In algorithm optimization in reinforcement learning, how to deal with the exploration-exploitation dilemma is particularly important. Multi-armed bandit problem can optimize the pr…