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Author

M. Maduranga

2 papers indexed here

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Conference Aug 2026

A Lightweight Cross-Feature Slicing Model for Real-Time Resource Allocation in 6G Edge Networks

The 6G wireless networks emerge, the need for realtime, efficient resource allocation in Internet-of-Vehicles (IoV) systems becomes critical. Existing machine learning approaches achieve high accuracy, but produce models of several hundred kilobytes, making them unsuitable for deployment on IoT-class Multi-access Edge...

Paa Jayasinghe, M. Maduranga, Sabyasachi Bhattacharyya et al. · 0 citations
Conference Aug 2026

Edge-Native Graph Transformer Networks for Real-Time RIS Beamforming on Low-Cost Hardware

Real-time Reconfigurable Intelligent Surface (RIS) beamforming requires low-latency inference that is difficult to satisfy using cloud-based or GPU-based infrastructures at the network edge. Existing studies lack simultaneous deployment and benchmarking of competing neural-network architectures as autonomous, closed-lo...

S. R. M. I. U. Samaranayake, D. Walpita, R. A. R. Ranawaka et al. · 0 citations

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