A quantum system control method based on enhanced reinforcement learning

no code implementations • 30 Sep 2023 • Wenjie Liu, Bosi Wang, Jihao Fan, Yebo Ge, Mohammed Zidan

Traditional quantum system control methods often face different constraints, and are easy to cause both leakage and stochastic control errors under the condition of limited resources.

reinforcement-learning

A Quantum States Preparation Method Based on Difference-Driven Reinforcement Learning

no code implementations • 29 Sep 2023 • Wenjie Liu, Jing Xu, Bosi Wang

To solve the above problems, a difference-driven reinforcement learning (RL) algorithm for quantum state preparation of two-qubit system is proposed by improving the reward function and action selection strategy.

reinforcement-learning Reinforcement Learning (RL)