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20242026
most citedREFOL: Resource-Efficient Federated Online Learning for Traffic Flow Forecasting

1 citations · 1 across the 5 of their papers we have counts for

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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.NI2026

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…