7 citations · 7 across the 2 of their papers we have counts for
4 papers
Air-Plan: Query-Optimized Topology Selection for Over-the-Air Decentralized Federated Learning
Kaushal Attaluri, Rebeca P. Diaz-Redondo, Manuel Fernandez Veiga
Over-the-air (OTA) aggregation exploits the superposition property of wireless multiple-access channels to aggregate model updates from multiple devices within a single transmissio…
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…
Simulation of fidelity in entanglement-based networks with repeater chains
David Pérez Castro, Ana Fernández Vilas, Manuel Fernández-Veiga +2
We implement a simulation environment on top of NetSquid that is specifically designed for estimating the end-to-end fidelity across a path of quantum repeaters or quantum switches…
Byzantine-Robust Aggregation for Securing Decentralized Federated Learning
Diego Cajaraville-Aboy, Ana Fernández-Vilas, Rebeca P. Díaz-Redondo +1
Federated Learning (FL) emerges as a distributed machine learning approach that addresses privacy concerns by training AI models locally on devices. Decentralized Federated Learnin…