6 citations · 19 across the 13 of their papers we have counts for
4 papers · 1 filter
Adversarial Robustness of Bottleneck Injected Deep Neural Networks for Task-Oriented Communication
Alireza Furutanpey, Pantelis A. Frangoudis, Patrik Szabo +1
This paper investigates the adversarial robustness of Deep Neural Networks (DNNs) using Information Bottleneck (IB) objectives for task-oriented communication systems. We empirical…
Reactive Orchestration for Hierarchical Federated Learning Under a Communication Cost Budget
Ivan Čilić, Anna Lackinger, Pantelis Frangoudis +4
Deploying a Hierarchical Federated Learning (HFL) pipeline across the computing continuum (CC) requires careful organization of participants into a hierarchical structure with inte…
Inference Load-Aware Orchestration for Hierarchical Federated Learning
Anna Lackinger, Pantelis A. Frangoudis, Ivan Čilić +4
Hierarchical federated learning (HFL) designs introduce intermediate aggregator nodes between clients and the global federated learning server in order to reduce communication cost…
QEdgeProxy: QoS-Aware Load Balancing for IoT Services in the Computing Continuum
Ivan Čilić, Valentin Jukanović, Ivana Podnar Žarko +2
While various service orchestration aspects within Computing Continuum (CC) systems have been extensively addressed, including service placement, replication, and scheduling, an op…