Robust Restoration of IP Traffic from Optical Failures by Deep Reinforcement Learning and Graph Neural Networks. - Malek Bekri; Ronald Romero Reyes; Thomas Bauschert (ICTON, 2024)

Multilayer restoration in IP-Optical networks by adjustable robust optimization and deep reinforcement learning. - Malek Bekri; Ronald Romero Reyes; Thomas Bauschert (J. Opt. Commun. Netw., 2024)

Proactive Reconfiguration of Optical Transport Networks with Minimum Service Disruption Time. - Malek Bekri; Ronald Romero Reyes (ONDM, 2025)

Availability-Aware Optical Transport Network Reconfigurations with Minimum Disruption Time. - Malek Bekri; Ronald Romero Reyes (RNDM, 2025)