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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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Open access 2026

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

A multi-agent RL congestion control mechanism for WANETs is proposed, a traffic prioritization mechanism is introduced and, through simulations in diverse conditions, the solution is compared with existing ones, both in terms of performance and energy awareness.

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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