Test-time adaptation (TTA) methods for time-series forecasting update a deployed model, or a small adapter around it, from incoming ground truth. But the label of an $H$-step forecast exists only $H$ steps later, and real data pipelines add further delay. We build a leakage-free harness in which the label of forecast o...
This paper presents a software-defined Time-Sensitive Networking (TSN) architecture that implements the IEEE 802.1Qcr Asynchronous Traffic Shaper (ATS) using Extended Berkeley Packet Filter (eBPF) technology within Linux-based TSN bridges. By moving traffic shaping logic to the kernel level, our solution eliminates the...
Abderrahmane Boulahdour, Miloud Bagaa, Adlen Ksentini et al.· IEEE Transactions on Network...· 0 citations
A two-part tutorial-and-survey is presented that formalises the control, management, and AI-native planes of 5G and 6G, and maps agentic capabilities onto 5G/6G control surfaces, standardization, and major 6G initiatives.
The 6G era introduces unprecedented complexity in managing heterogeneous, large-scale, and dynamic network infrastructures. These challenges are addressed by the concept of Intent-Based Networking (IBN), which has emerged as a promising paradigm for autonomous network management, enabling users to express high-level ob...
