70 citations · 128 across the 11 of their papers we have counts for
11 papers
Lightweight GenAI for Network Traffic Generation: Fidelity, Augmentation, and Classification
Giampaolo Bovenzi, Domenico Ciuonzo, Jonatan Krolikowski +4
Network Traffic Classification (NTC) increasingly relies on data-driven models, yet its practical deployment is often constrained by limited labeled data, strict privacy requiremen…
Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation
Alessandro Finamore, Chao Wang, Jonatan Krolikowski +3
Over the last years we witnessed a renewed interest toward Traffic Classification (TC) captivated by the rise of Deep Learning (DL). Yet, the vast majority of TC literature lacks c…
User-aware WLAN Transmit Power Control in the Wild
Jonatan Krolikowski, Zied Ben Houidi, Dario Rossi
In Wireless Local Area Networks (WLANs), Access point (AP) transmit power influences (i) received signal quality for users and thus user throughput, (ii) user association and thus…
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…
Joint Routing and Scheduling for Large-Scale Deterministic IP Networks
Jonatan Krolikowski, Sebastien Martin, Paolo Medagliani +4
With the advent of 5G and the evolution of Internet protocols, industrial applications are moving from vertical solutions to general purpose IP-based infrastructures that need to m…
Optimal Cache Leasing from a Mobile Network Operator to a Content Provider
Jonatan Krolikowski, Anastasios Giovanidis, Marco Di Renzo
Caching popular content at the wireless edge is recently proposed as a means to reduce congestion at the backbone of cellular networks. The two main actors involved are Mobile Netw…
A hybrid primal heuristic for Robust Multiperiod Network Design
Fabio D'Andreagiovanni, Jonatan Krolikowski, Jonad Pulaj
We investigate the Robust Multiperiod Network Design Problem, a generalization of the classical Capacitated Network Design Problem that additionally considers multiple design perio…
Fair distributed user-traffic association in cache equipped cellular networks
Jonatan Krolikowski, Anastasios Giovanidis, Marco Di Renzo
Caching of popular content on wireless nodes is recently proposed as a means to reduce congestion in the backbone of cellular networks and to improve Quality of Service. From a net…
A Fast Hybrid Primal Heuristic for Multiband Robust Capacitated Network Design with Multiple Time Periods
Fabio D'Andreagiovanni, Jonatan Krolikowski, Jonad Pulaj
We investigate the Robust Multiperiod Network Design Problem, a generalization of the Capacitated Network Design Problem (CNDP) that, besides establishing flow routing and network…