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actor-critic 2average reward 1average-reward MDP 1constrained mdp 1distributional robustness 1multilevel monte carlo 1neural networks 1q-learning 1robust reinforcement learning 1

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20242026
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quant-ph2025

Accelerating Quantum Reinforcement Learning with a Quantum Natural Policy Gradient Based Approach

Yang Xu, Vaneet Aggarwal

We address the problem of quantum reinforcement learning (QRL) under model-free settings with quantum oracle access to the Markov Decision Process (MDP). This paper introduces a Qu…