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Towards Multi-Agent Reinforcement Learning using ...
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由 T Müller 著作2021被引用 3 次 — This novel algorithm, which utilizes Quantum Boltzmann Machines (QBMs) for Q-value approximation has outperformed regular deep reinforcement learning.
Towards Multi-agent Reinforcement Learning using ...
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由 T Müller 著作2022被引用 3 次 — This chapter describes the basics needed to under- stand our proposed architecture. First, reinforcement learning and the underlying Markov Decision Process.
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Reinforcement learning using quantum Boltzmann machines
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This work designs a reinforcement learning algorithm in which the set of visible nodes representing the states and actions of an optimal policy are the ...
Tobias Müller
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Towards Multi-Agent Reinforcement Learning using Quantum Boltzmann Machines. T Müller, C Roch, K Schmid, P Altmann. International Conference on Agents and ...
Reinforcement learning using quantum Boltzmann machines
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2024年10月22日 — We investigate whether quantum annealers with select chip layouts can outperform classical computers in reinforcement learning tasks.
Multi-agent reinforcement learning using simulated ...
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We show that the use of quantum annealing can improve the learning compared to classical methods. We do this both by means of actual quantum hardware and by ...
Multi-agent Reinforcement Learning Using Simulated ...
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由 NMP Neumann 著作2020被引用 17 次 — We show that the use of quantum annealing can improve the learning compared to classical methods. We do this both by means of actual quantum hardware and by ...
Philipp Altmann
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Towards Multi-agent Reinforcement Learning using Quantum Boltzmann Machines. ICAART (1) 2022: 121-130. [c3]. view. electronic edition via DOI · unpaywalled ...
Kyrill Schmid
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Towards Multi-Agent Reinforcement Learning using Quantum Boltzmann Machines. T Müller, C Roch, K Schmid, P Altmann. arXiv preprint arXiv:2109.10900, 2021. 3 ...
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Multi-agent Reinforcement Learning Using Simulated ...
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It is shown that the use of quantum annealing can improve the learning compared to classical methods, and is extended based on quantum Boltzmann machines, ...
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