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Carlos Serôdio

2 papers indexed

crossrefElectronics2026-01-14Cited by 2

Synthetic-Digital Twin Assisted Federated Graph Learning for Edge-Based Anomaly Detection in Autonomous IoT Systems

Manuel J. C. S. Reis, Carlos Serôdio, Frederico Branco

Federated Graph Neural Networks (FedGNNs) have emerged as a promising paradigm for decentralized graph learning across distributed data silos. However, the influence of underlying communication topologies on model accuracy and efficiency remains underexplored. This study presents…

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crossrefFuture Internet2024-06-27Cited by 48

Enhancing Network Slicing Security: Machine Learning, Software-Defined Networking, and Network Functions Virtualization-Driven Strategies

José Cunha, Pedro Ferreira, Eva M. Castro, Paula Cristina Oliveira, Maria João Nicolau, Iván Núñez, et al.

The rapid development of 5G networks and the anticipation of 6G technologies have ushered in an era of highly customizable network environments facilitated by the innovative concept of network slicing. This technology allows the creation of multiple virtual networks on the same p…

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