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Paper · arXiv

Policy-driven Conformal Prediction for Trustworthy QoT Estimation

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.

AuthorsKiarash Rezaei, Omran Ayoub, Paolo Monti et al.
Primary categorycs.LG
Published10 June 2026
Last updated at source10 June 2026
cs.LG
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