220 citations · 836 across the 35 of their papers we have counts for
4 papers · 1 filter
An Online Learning Approach to Shortest Path and Backpressure Routing in Wireless Networks
Omer Amar, Kobi Cohen
We consider the adaptive routing problem in multihop wireless networks. The link states are assumed to be random variables drawn from unknown distributions, independent and identic…
Deep Multi-User Reinforcement Learning for Distributed Dynamic Spectrum Access
Oshri Naparstek, Kobi Cohen
We consider the problem of dynamic spectrum access for network utility maximization in multichannel wireless networks. The shared bandwidth is divided into K orthogonal channels. I…
Distributed Learning Algorithms for Spectrum Sharing in Spatial Random Access Wireless Networks
Kobi Cohen, Angelia Nedich, R. Srikant
We consider distributed optimization over orthogonal collision channels in spatial random access networks. Users are spatially distributed and each user is in the interference rang…
Distributed Game Theoretic Optimization and Management of Multichannel ALOHA Networks
Kobi Cohen, Amir Leshem
The problem of distributed rate maximization in multi-channel ALOHA networks is considered. First, we study the problem of constrained distributed rate maximization, where user rat…