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cs.GT2021★ 4 cited
Finite-Sample Analysis of Decentralized Q-Learning for Stochastic Games
Zuguang Gao, Qianqian Ma, Tamer Başar +1
Learning in stochastic games is arguably the most standard and fundamental setting in multi-agent reinforcement learning (MARL). In this paper, we consider decentralized MARL in st…
cs.DS2021★ 1 cited
Approximation Schemes for Multiperiod Binary Knapsack Problems
Zuguang Gao, John R. Birge, Varun Gupta
An instance of the multiperiod binary knapsack problem (MPBKP) is given by a horizon length , a non-decreasing vector of knapsack sizes where denotes…
math.OC2021
On Efficient Aggregation of Distributed Energy Resources
Zuguang Gao, Khaled Alshehri, John R. Birge
The rapid expansion of distributed energy resources (DERs) is one of the most significant changes to electricity systems around the world. Examples of DERs include solar panels, sm…