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cs.NI2026
Certified Closed-Loop Control for Packet Networks: A Compositional Certification Framework
Muhammad Bilal, Jon Crowcroft, Xiaolong Xu +1
Packet networks are controlled dynamical systems with discontinuities, delayed observations, and partial state information. Adaptive or learning-driven proposers can improve perfor…
cs.NI2025
Network-Optimised Spiking Neural Network (NOS) Scheduling for 6G O-RAN: Spectral Margin and Delay-Tail Control
Muhammad Bilal, Xiaolong Xu
This work presents a Network-Optimised Spiking (NOS) delay-aware scheduler for 6G radio access. The scheme couples a bounded two-state kernel to a clique-feasible proportional-fair…