144 citations · 544 across the 13 of their papers we have counts for
11 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…
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…
Phase Configuration Learning in Wireless Networks with Multiple Reconfigurable Intelligent Surfaces
George C. Alexandropoulos, Sumudu Samarakoon, Mehdi Bennis +1
Reconfigurable Intelligent Surfaces (RISs) are recently gaining remarkable attention as a low-cost, hardware-efficient, and highly scalable technology capable of offering dynamic c…
Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications
Jihong Park, Sumudu Samarakoon, Anis Elgabli +4
Machine learning (ML) is a promising enabler for the fifth generation (5G) communication systems and beyond. By imbuing intelligence into the network edge, edge nodes can proactive…
6G White Paper on Edge Intelligence
Ella Peltonen, Mehdi Bennis, Michele Capobianco +16
In this white paper we provide a vision for 6G Edge Intelligence. Moving towards 5G and beyond the future 6G networks, intelligent solutions utilizing data-driven machine learning…