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Education, research and development in the field of IT and Robotics
World-class IT education in Russia in English
Innopolis University has 17 laboratories and 9 research centers, which conduct research in the field of artificial intelligence, robotics, big data, software development, information security
The university’s project-based activities are aimed at implementing grant-based and commercial projects, as well as at enhancing the availability of education in IT areas.
Education, research and development in the field of IT and Robotics
Contemporary quantum algorithms, being efficient theoretically, fail to run on real QPUs. One reason for these failures is the algorithm’s probabilistic nature, which is amplified by imperfections in hardware implementation. Grover search is such a probabilistic method, which enables other methods in quantum optimization and machine learning. In this work we improve the theoretical worst case complexity of Grover Adaptive Search by replacing iterations with binary search. We observe in the experiments that our method shows better success rate in general, and is sufficiently better for a specific type of optimization landscapes with plateaus.
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Authors:
Ayaz Baykov (Innopolis University, a.baykov@innopolis.university)
Stanislav Protasov
(Innopolis University, s.protasov@innopolis.university)
in Proceedings of the Third International Conference Nonlinearity,Information and Robotics 2022, August 24, 2022
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