Demonstration of a Compositional Learning Framework for Open and Disaggregated Optical Network Control (M3Z.10)
Presenter: Huy Tran, Nokia Bell Labs
We introduce an automated Compositional Learning Framework, which can dynamically combine ML models to create a composite ML service. It leverages the MLOps principle to streamline drift-aware ML workflows. We showcase its applicability in a dynamic Routing Modulation and Spectrum Allocation scenario with the open disaggregated control platform.
Authors:Huy Tran, Nokia Bell Labs / Javier Errea, Nokia Bell Labs / Trung Thieu, Nokia Bell Labs / Quan Pham Van, Nokia Bell Labs / Nakjung Choi, Nokia Bell Labs / Dominique Verchere, Nokia Bell Labs / Adlen Ksentini, EURECOM Research Institute / Djamal Zeghlache, Institut Polytechnique de Paris