Finite-time analysis of decentralized temporal-difference learning with linear function approximation

J Sun, G Wang, GB Giannakis… - International …, 2020 - proceedings.mlr.press
Motivated by the emerging use of multi-agent reinforcement learning (MARL) in engineering
applications such as networked robotics, swarming drones, and sensor networks, we …

Preconditioning ADMM for fast decentralized optimization

M Ma, GB Giannakis - ICASSP 2020-2020 IEEE International …, 2020 - ieeexplore.ieee.org
In this work, we consider the distributed optimization problem using networked computing
machines. Specifically, we are interested in solving this problem using the alternating …