activity
20182023
most citedDeep Reinforcement Learning for Quantum Gate Control

122 citations · 220 across the 6 of their papers we have counts for

collaborators

6 papers

quant-ph2023★ 10 cited

Unified Quantum State Tomography and Hamiltonian Learning Using Transformer Models: A Language-Translation-Like Approach for Quantum Systems

Zheng An, Jiahui Wu, Muchun Yang +2

Schrödinger's equation serves as a fundamental component in characterizing quantum systems, wherein both quantum state tomography and Hamiltonian learning are instrumental in compr…

quant-ph2021★ 5 cited

Learning quantum phases via single-qubit disentanglement

Zheng An, Chenfeng Cao, Cheng-Qian Xu +1

Identifying phases of matter presents considerable challenges, particularly within the domain of quantum theory, where the complexity of ground states appears to increase exponenti…

quant-ph2021★ 30 cited

Quantum imaginary time evolution steered by reinforcement learning

Chenfeng Cao, Zheng An, Shi-Yao Hou +2

The quantum imaginary time evolution is a powerful algorithm for preparing the ground and thermal states on near-term quantum devices. However, algorithmic errors induced by Trotte…

quant-ph2020★ 52 cited

Quantum optimal control of multi-level dissipative quantum systems with Reinforcement Learning

Zheng An, Qi-Kai He, Hai-Jing Song +1

Manipulate and control of the complex quantum system with high precision are essential for achieving universal fault tolerant quantum computing. For a physical system with restrict…

quant-ph2019★ 122 cited

Deep Reinforcement Learning for Quantum Gate Control

Zheng An, D. L. Zhou

How to implement multi-qubit gates efficiently with high precision is essential for realizing universal fault tolerant computing. For a physical system with some external controlla…

quant-ph2018★ 1 cited

Generating photons from vacuum with counter rotating wave interaction

Hai-Jing Song, Qi-Kai He, Zheng An +1

We propose a bang-bang control scheme to enhance photon generation from the vacuum via the counter-rotating wave (CRW) interaction, and develop a pruning greedy algorithm (PGA) to…