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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Javier Parra-Arnau

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2 papers indexed here

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Open access 2026

A Multi-Agent Reinforcement Learning Congestion Control Protocol for Wireless Networks

Multi-hop wireless ad-hoc networks (WANETs) are expected to expand significantly over the next years. The limited resources characterizing many WANET deployments, make necessary the efficient use of resources. One common practice to improve efficiency is congestion control. The highly dynamic settings and the need for...

Michail Vazaios, Luis J. de la Cruz Llopis, Juan Pablo Astudillo León et al. · 0 citations
Open access 2026

On the Adaptation of Trajectory Generative Models to Enforce Differential Privacy Through Gradient Perturbation

This paper investigates whether state-of-the-art deep learning trajectory generators can be adapted to satisfy differential privacy (DP) while retaining usable utility, and introduces RouteMIA, the first closed-box membership inference attack tailored to synthetic trajectories.

Víctor Rubio-Jornet, Javier Parra-Arnau, Jordi Forné · 0 citations

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