3 papers
cs.NI2026
Large Language Models for Agentic NetOps and AIOps: Architectures, Evaluation, and Safety
Muhammad Bilal, Jon Crowcroft, Ruizhi Wang +2
Large language models are increasingly being used to support network operations (NetOps) and artificial intelligence for IT operations (AIOps), including incident investigation, ro…
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.LG2025
ConvXformer: Differentially Private Hybrid ConvNeXt-Transformer for Inertial Navigation
Omer Tariq, Muhammad Bilal, Muneeb Ul Hassan +2
Data-driven inertial sequence learning has revolutionized navigation in GPS-denied environments, offering superior odometric resolution compared to traditional Bayesian methods. Ho…