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Reinforcement Learning with Hybrid Quantum Approximation in the NISQ Context

Posted By: AvaxGenius
Reinforcement Learning with Hybrid Quantum Approximation in the NISQ Context

Reinforcement Learning with Hybrid Quantum Approximation in the NISQ Context by Leonhard Kunczik
English | EPUB | 2022 | 145 Pages | ISBN : 3658376155 | 12.2 MB

This book explores the combination of Reinforcement Learning and Quantum Computing in the light of complex attacker-defender scenarios. Reinforcement Learning has proven its capabilities in different challenging optimization problems and is now an established method in Operations Research. However, complex attacker-defender scenarios have several characteristics that challenge Reinforcement Learning algorithms, requiring enormous computational power to obtain the optimal solution.