Policy-driven Conformal Prediction for Trustworthy QoT Estimation
Kiarash Rezaei, Omran Ayoub, Paolo Monti, Carlos Natalino
cs.LG
Abstract
We propose Conformal QoT, a policy-driven framework that combines statistically guaranteed QoT estimation with operational decision policies, enabling reliable lightpath-feasibility predictions under domain shift and improving accuracy from 92\% to 99.6\% on open datasets.
Topics
Classified with taxonomy v2 on Sat, 5 Sept 2026.