no code implementations • 9 May 2023 • Hailan Ma, Zhenhong Sun, Daoyi Dong, Chunlin Chen, Herschel Rabitz
Quantum state tomography (QST) is the process of reconstructing the state of a quantum system (mathematically described as a density matrix) through a series of different measurements, which can be solved by learning a parameterized function to translate experimentally measured statistics into physical density matrices.
no code implementations • 24 Nov 2020 • Caleb Deen Bastian, Herschel Rabitz
The first and second order global sensitivity analyses conveyed through random counting measures elucidate and integrate different notions of uncertainty quantification, and the global sensitivity analysis of random fields conveys the proportionate functional contributions to covariance.
Model Selection Probability Methodology 60G57, 60G60, 60G55
no code implementations • 4 Oct 2020 • Ofer M. Shir, Xi Xing, Herschel Rabitz
Such problems arise in engineering and scientific applications, which possess a multi-resolution control nature, and thus may be formulated either by means of low-resolution variants (providing coarser approximations with presumably lower accuracy for the general problem) or by high-resolution controls.
1 code implementation • 27 Aug 2018 • Roberto Rey-de-Castro, Herschel Rabitz
We introduce a method for learning adversarial perturbations targeted to individual images or videos.
no code implementations • 26 Jul 2018 • Caleb Deen Bastian, Herschel Rabitz
Explanation provides the necessary and sufficient information to interpret the model output in terms of the model input.
no code implementations • 13 Feb 2017 • Daoyi Dong, Xi Xing, Hailan Ma, Chunlin Chen, Zhixin Liu, Herschel Rabitz
Numerical results are presented to demonstrate the excellent performance of the improved machine learning algorithm for these two classes of quantum robust control problems.