70 citations · 128 across the 11 of their papers we have counts for
3 papers · 1 filter
Cross-network transferable neural models for WLAN interference estimation
Danilo Marinho Fernandes, Jonatan Krolikowski, Zied Ben Houidi +2
Airtime interference is a key performance indicator for WLANs, measuring, for a given time period, the percentage of time during which a node is forced to wait for other transmissi…
From Design to Deployment of Zero-touch Deep Reinforcement Learning WLANs
Ovidiu Iacoboaiea, Jonatan Krolikowski, Zied Ben Houidi +1
Machine learning (ML) is increasingly used to automate networking tasks, in a paradigm known as zero-touch network and service management (ZSM). In particular, Deep Reinforcement L…
Neural combinatorial optimization beyond the TSP: Existing architectures under-represent graph structure
Matteo Boffa, Zied Ben Houidi, Jonatan Krolikowski +1
Recent years have witnessed the promise that reinforcement learning, coupled with Graph Neural Network (GNN) architectures, could learn to solve hard combinatorial optimization pro…