DeepDefrag: A deep reinforcement learning framework for spectrum defragmentation. - Ehsan Etezadi; Carlos Natalino; Renzo Diaz; Anders X. Lindgren; Stefan Melin; Lena Wosinska; Paolo Monti 001; Marija Furdek (GLOBECOM, 2022)

Deep reinforcement learning for proactive spectrum defragmentation in elastic optical networks. - Ehsan Etezadi; Carlos Natalino; Renzo Diaz; Anders X. Lindgren; Stefan Melin; Lena Wosinska; Paolo Monti 001; Marija Furdek (JOCN, 2022)

Proactive Spectrum Defragmentation Leveraging Spectrum Occupancy State Information. - Ehsan Etezadi; Carlos Natalino; Renzo Diaz; Anders X. Lindgren; Stefan Melin; Lena Wosinska; Paolo Monti 001; Marija Furdek (ICTON, 2023)

Toward Better QoT Estimation: An ML Architecture With Link-Level Embedding Layers. - Piotr Lechowicz; Carlos Natalino; Farhad Arpanaei; Stefan Melin; Renzo Diaz; Anders Lindgren; David Larrabeiti; Paolo Monti 001 (IEEE Netw. Lett., 2025)