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Deliverable D4.3 reinforces and generalizes the results of the research activities conducted and summarised in deliverable D4.1 on "Initial results on adaptive directional LOS and NLOS reliable connectivity". In this direction, the present deliverable focuses on optimization and machine learning techniques tailored to the physical and medium access layers requirements of fully reconfigurable environments. Overall, the results reported in this deliverable allowed us to assess the majordoi:10.5281/zenodo.6517269 fatcat:xfn5fz47gbay5i3q6fxj7lfh4u