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cs.LG2026
Multi-Agent Reinforcement Learning with Submodular Reward
Wenjing Chen, Chengyuan Qian, Shuo Xing +2
In this paper, we study cooperative multi-agent reinforcement learning (MARL) where the joint reward exhibits submodularity, which is a natural property capturing diminishing margi…
cs.DS2026
Bicriteria Algorithms for Submodular Cover with Partition and Fairness Constraints
Wenjing Chen, Yixin Chen, Victoria G. Crawford
In many submodular optimization applications, datasets are naturally partitioned into disjoint subsets. These scenarios give rise to submodular optimization problems with partition…