Scalable deep reinforcement learning for routing and spectrum access in physical layer

W Cui, W Yu - IEEE Transactions on Communications, 2021 - ieeexplore.ieee.org
This paper proposes a novel scalable reinforcement learning approach for simultaneous
routing and spectrum access in wireless ad-hoc networks. In most previous works on …

Reinforcement Learning Based Routing For Deadline-Driven Wireless Communication

K Danilchenko, G Kedar, M Segal - 2023 19th International …, 2023 - ieeexplore.ieee.org
The objective of our work is to address the challenge of delivering time-sensitive data across
a multi-hop wireless network. We aim to maximize the number of packets that reach their …