Quantum-assisted machine learning for decision making in wireless communication systems

Host: University of Cyprus (UCY), Cyprus PhD Topic The exploration of quantum-assisted ML algorithms will encompass various techniques such as gate models, annealing, and variational quantum circuits for the classification and regression tasks. It is planned to allocate resources in wireless networks based on their optimization through these algorithms. The project will include the steps of…

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Quantum annealing and quantum-inspired heuristics for wireless optimization problems

Host: University of Cyprus (UCY), Cyprus PhD Topic The project will work on an iterative framework that makes use of quantum annealing (e.g., D-Wave) and quantum-inspired solvers for constrained quadratic binary optimization. The problem of NP-hard wireless resource allocation will be the testing ground for these methods. A major component of the project is algorithm development…

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