2 papers
cs.NI2026
MILD: Multi-Intent Learning and Disambiguation for Proactive Failure Prediction in Intent-based Networking
Md. Kamrul Hossain, Walid Aljoby
In multi-intent intent-based networks, a single fault can trigger co-drift where multiple intents exhibit symptomatic KPI degradation, creating ambiguity about the true root-cause…
cs.NI2026
LEAD-Drift: Real-time and Explainable Intent Drift Detection by Learning a Data-Driven Risk Score
Md. Kamrul Hossain, Walid Aljoby
Intent-Based Networking (IBN) simplifies network management, but its reliability is challenged by "intent drift", where the network's state gradually deviates from its intended goa…