Technical Session

Session 6: ML Use-Cases

Chair: Cristoph Lipps
# Authors Title
6.1 Mashboob Cheruvakkadu Mohamed; Muhammad Umar Masood; Imran Chowdhury Dipto; Renato Ambrosone; Gulmina Malik; Stefano Straullu; Sai Kishore Bhyri; Gabriele Maria Galimberti; Joao Pedro; Antonio Napoli; Walid Wakim; Vittorio Curri Network Data Based Transfer Learning Failure Prediction Agent Pre-Trained Using Digital Twin
6.2 Yihao Zhang; Qizhi Qiu; Xiaomin Liu; Jiaping Wu; Lilin Yi; Weisheng Hu; Qunbi Zhuge SAMA-IR: Comprehensive Input Refinement Methodology for Optical Networks with Field-Trial Validation
6.3 Alejandro Leonardo García Navarro; Nataliia Koneva; Alfonso Sánchez-Macián; José Alberto Hernández; Oscar González de Dios CTGANs for Generating Synthetic Traffic Matrices in Wide Area Networks
6.4 Michael D Doherty; Alejandra Beghelli Reinforcement Learning with Graph Attention for Routing and Wavelength Assignment with Lightpath Reuse