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She is currently working towards the Ph.D. degree in information and communication engineering at IMT Atlantique, France. Her current research interests include resource allocation, non-orthogonal multiple access, matching theory, reinforcement learning, Youssef received her B.E. and M.S. degrees in computer and communications engineering in 2016 from the Lebanese University ,