Dynamic ML Models for Evolving Networks: What, Where and How?
Paper in proceeding, 2026
Modern networks and threats evolve rapidly, challenging deployed machine-learning models. We address performance degradation of offline-trained models in post-failure traffic prediction and threat detection by proposing data-stream-based updating strategies for real-time optical network resilience evolution.
Author
Aleksandra Knapinska
Wrocław University of Science and Technology
Marija Furdek Prekratic
Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks
2026 Optical Fiber Communications Conference and Exhibition Ofc 2026 Proceedings
9781957171548 (ISBN)
2026 Optical Fiber Communications Conference and Exhibition, OFC 2026
Los Angeles, USA,
Los Angeles, USA,
5G Trusted And seCure network servICes (5G-TACTIC)
European Commission (EC) (EC/H2020/101127973), 2023-12-01 -- 2026-11-30.
VINNOVA (2026-01821), 2026-06-01 -- 2026-11-30.
Areas of Advance
Information and Communication Technology
Subject Categories (SSIF 2025)
Communication Systems
Telecommunications