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cs.LG2025
BIPPO: Budget-Aware Independent PPO for Energy-Efficient Federated Learning Services
Anna Lackinger, Andrea Morichetta, Pantelis A. Frangoudis +1
Federated Learning (FL) is a promising machine learning solution in large-scale IoT systems, guaranteeing load distribution and privacy. However, FL does not natively consider infr…
cs.LG2024
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…