1.2k citations · 9.5k across the 261 of their papers we have counts for
41 papers · 1 filter
Predictive Ultra-Reliable Communication: A Survival Analysis Perspective
Sumudu Samarakoon, Mehdi Bennis, Walid Saad +1
Ultra-reliable communication (URC) is a key enabler for supporting immersive and mission-critical 5G applications. Meeting the strict reliability requirements of these applications…
Age-Optimal Power Allocation in Industrial IoT: A Risk-Sensitive Federated Learning Approach
Yung-Lin Hsu, Chen-Feng Liu, Sumudu Samarakoon +2
This work studies a real-time environment monitoring scenario in the industrial Internet of things, where wireless sensors proactively collect environmental data and transmit it to…
Vehicular Cooperative Perception Through Action Branching and Federated Reinforcement Learning
Mohamed K. Abdel-Aziz, Cristina Perfecto, Sumudu Samarakoon +2
Cooperative perception plays a vital role in extending a vehicle's sensing range beyond its line-of-sight. However, exchanging raw sensory data under limited communication resource…
Federated Knowledge Distillation
Hyowoon Seo, Jihong Park, Seungeun Oh +2
Distributed learning frameworks often rely on exchanging model parameters across workers, instead of revealing their raw data. A prime example is federated learning that exchanges…
Distributional Reinforcement Learning for mmWave Communications with Intelligent Reflectors on a UAV
Qianqian Zhang, Walid Saad, Mehdi Bennis
In this paper, a novel communication framework that uses an unmanned aerial vehicle (UAV)-carried intelligent reflector (IR) is proposed to enhance multi-user downlink transmission…
BayGo: Joint Bayesian Learning and Information-Aware Graph Optimization
Tamara Alshammari, Sumudu Samarakoon, Anis Elgabli +1
This article deals with the problem of distributed machine learning, in which agents update their models based on their local datasets, and aggregate the updated models collaborati…