3 papers
math.OC2023
Maximization of Nonsubmodular Functions under Multiple Constraints with Applications
Lintao Ye, Zhi-Wei Liu, Ming Chi +1
We consider the problem of maximizing a monotone nondecreasing set function under multiple constraints, where the constraints are also characterized by monotone nondecreasing set f…
math.OC2022
Learning Decentralized Linear Quadratic Regulators with Regret
Lintao Ye, Ming Chi, Ruiquan Liao +1
We propose an online learning algorithm that adaptively designs a decentralized linear quadratic regulator when the system model is unknown a priori and new data samples from a sin…
eess.SY2022
Cooperative Actor-Critic via TD Error Aggregation
Martin Figura, Yixuan Lin, Ji Liu +1
In decentralized cooperative multi-agent reinforcement learning, agents can aggregate information from one another to learn policies that maximize a team-average objective function…