The ongoing evolution of optical networks towards autonomous systems supporting high-performance services beyond 5G requires advanced functionalities for automated security management. To cope with evolving threat landscape, diagnostic approaches should be able to detect and identify the nature not only existing attack techniques, but also those hitherto unknown or insufficiently represented. M...