Learning robust control for generating universal quantum gates
  Constructing a set of universal quantum gates is a fundamental task for quantum computation. The existence of noises, disturbances and fluctuations is unavoidable during the process of implementing quantum gates for most practical quantum systems. This paper employs a sampling-based learning method to find robust control pulses for generating a set of universal quantum gates. Numerical results show that the learned robust control fields are insensitive to disturbances, uncertainties and fluctuations during the process of realizing universal quantum gates. 
Daoyi Dong, Chengzhi Wu, Chunlin Chen, Bo Qi, Ian R. Petersen and   Franco Nori
quant-ph