activity
20232025
most citedPrototype of deployment of Federated Learning with IoT devices

11 citations · 13 across the 5 of their papers we have counts for

collaborators

5 papers

stat.ML2025★ 2 cited

Continual Learning at the Edge: An Agnostic IIoT Architecture

Pablo García-Santaclara, Bruno Fernández-Castro, Rebeca P. Díaz-Redondo +2

The exponential growth of Internet-connected devices has presented challenges to traditional centralized computing systems due to latency and bandwidth limitations. Edge computing…

quant-ph2025

From Physical to Logical: Graph-State-Based Connectivity in Quantum Networks

Mateo M. Blanco, Manuel Fernández-Veiga, Ana Fernández-Vilas +1

Entanglement is a key resource in quantum communication, but bipartite schemes are often insufficient for advanced protocols like quantum secret sharing or distributed computing. G…

cs.NI2025

Simulation of entanglement based quantum networks for performance characterization

David Pérez Castro, Juan Fernández-Herrerín, Ana Fernández-Vilas +2

Entanglement-based networks (EBNs) enable general-purpose quantum communication by combining entanglement and its swapping in a sequence that addresses the challenges of achieving…

cs.LG2024

Towards efficient compression and communication for prototype-based decentralized learning

Pablo Fernández-Piñeiro, Manuel Ferández-Veiga, Rebeca P. Díaz-Redondo +2

In prototype-based federated learning, the exchange of model parameters between clients and the master server is replaced by transmission of prototypes or quantized versions of the…

cs.AI2023★ 11 cited

Prototype of deployment of Federated Learning with IoT devices

Pablo García Santaclara, Ana Fernández Vilas, Rebeca P. Díaz Redondo

In the age of technology, data is an increasingly important resource. This importance is growing in the field of Artificial Intelligence (AI), where sub fields such as Machine Lear…