3 papers
cs.DC2026
Distributed Hierarchical Machine Learning for Joint Resource Allocation and Slice Selection in In-Network Edge Systems
Sulaiman Muhammad Rashid, Ibrahim Aliyu, Jaehyung Park +1
The Metaverse promises immersive, real-time experiences; however, meeting its stringent latency and resource demands remains a major challenge. Conventional optimization techniques…
cs.LG2025
Graph Neural Network-based Spectral Filtering Mechanism for Imbalance Classification in Network Digital Twin
Abubakar Isah, Ibrahim Aliyu, Sulaiman Muhammad Rashid +3
Graph neural networks are gaining attention in fifth-generation (5G) core network digital twins, which are data-driven complex systems with numerous components. Analyzing these dat…
cs.DC2024
Joint wireless and computing resource management with optimal slice selection in in-network-edge metaverse system
Sulaiman Muhammad Rashid, Ibrahim Aliyu, Abubakar Isah +4
This paper presents an approach to joint wireless and computing resource management in slice-enabled metaverse networks, addressing the challenges of inter-slice and intra-slice re…