A hybrid classical-quantum approach to speed-up Q-learning

Abstract We introduce a classical-quantum hybrid approach to computation, allowing for a quadratic performance improvement in the decision process of a learning agent. Using the paradigm of quantum accelerators, we introduce a routine that runs on a quantum computer, which allows for the encoding of...

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Bibliographic Details
Main Authors: A. Sannia, A. Giordano, N. Lo Gullo, C. Mastroianni, F. Plastina
Format: Article
Language:English
Published: Nature Portfolio 2023-03-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-30990-5