472 citations · 1.5k across the 53 of their papers we have counts for
4 papers · 1 filter
Latency-Aware Radio Resource Optimization in Learning-Based Cloud-Aided Small Cell Wireless Networks
Tamoor-ul-Hassan Syed, Samarakoon Sumudu, Bennis Mehdi +1
Low latency communication is one of the fundamental requirements for 5G wireless networks and beyond. In this paper, a novel approach for joint caching, user scheduling and resourc…
Federated Learning Games for Reconfigurable Intelligent Surfaces via Causal Representations
Charbel Bou Chaaya, Sumudu Samarakoon, Mehdi Bennis
In this paper, we investigate the problem of robust Reconfigurable Intelligent Surface (RIS) phase-shifts configuration over heterogeneous communication environments. The problem i…
Cooperative Multi-Agent Learning for Navigation via Structured State Abstraction
Mohamed K. Abdelaziz, Mohammed S. Elbamby, Sumudu Samarakoon +1
Cooperative multi-agent reinforcement learning (MARL) for navigation enables agents to cooperate to achieve their navigation goals. Using emergent communication, agents learn a com…
Codesign of Edge Intelligence and Automated Guided Vehicle Control
Malith Gallage, Rafaela Scaciota, Sumudu Samarakoon +1
This work presents a harmonic design of autonomous guided vehicle (AGV) control, edge intelligence, and human input to enable autonomous transportation in industrial environments.…