1 citations · 1 across the 5 of their papers we have counts for
4 papers · 1 filter
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…
Large Language Models for Agentic NetOps and AIOps: Architectures, Evaluation, and Safety
Muhammad Bilal, Jon Crowcroft, Ruizhi Wang +2
Large language models (LLMs) are increasingly being used in network operations (NetOps) and artificial intelligence for IT operations (AIOps) for tasks ranging from telemetry retri…
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…
Real-time and Downtime-tolerant Fault Diagnosis for Railway Turnout Machines (RTMs) Empowered with Cloud-Edge Pipeline Parallelism
Fan Wu, Muhammad Bilal, Haolong Xiang +3
Railway Turnout Machines (RTMs) are mission-critical components of the railway transportation infrastructure, responsible for directing trains onto desired tracks. For safety assur…