28 citations · 35 across the 4 of their papers we have counts for
3 papers · 1 filter
Safe RAN control: A Symbolic Reinforcement Learning Approach
Alexandros Nikou, Anusha Mujumdar, Vaishnavi Sundararajan +2
In this paper, we present a Symbolic Reinforcement Learning (SRL) based architecture for safety control of Radio Access Network (RAN) applications. In particular, we provide a pure…
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges
Mingzhe Chen, Deniz Gündüz, Kaibin Huang +4
The next-generation of wireless networks will enable many machine learning (ML) tools and applications to efficiently analyze various types of data collected by edge devices for in…
Symbolic Reinforcement Learning for Safe RAN Control
Alexandros Nikou, Anusha Mujumdar, Marin Orlic +1
In this paper, we demonstrate a Symbolic Reinforcement Learning (SRL) architecture for safe control in Radio Access Network (RAN) applications. In our automated tool, a user can se…