Quantum machine learning for chemistry and physics

M Sajjan, J Li, R Selvarajan, SH Sureshbabu… - Chemical Society …, 2022 - pubs.rsc.org
Machine learning (ML) has emerged as a formidable force for identifying hidden but
pertinent patterns within a given data set with the objective of subsequent generation of …

Quantum tomography via compressed sensing: error bounds, sample complexity and efficient estimators

ST Flammia, D Gross, YK Liu, J Eisert - New Journal of Physics, 2012 - iopscience.iop.org
Intuitively, if a density operator has small rank, then it should be easier to estimate from
experimental data, since in this case only a few eigenvectors need to be learned. We prove …

Fisher information and entanglement of non-Gaussian spin states

H Strobel, W Muessel, D Linnemann, T Zibold… - Science, 2014 - science.org
Entanglement is the key quantum resource for improving measurement sensitivity beyond
classical limits. However, the production of entanglement in mesoscopic atomic systems has …

Quantum randomness extraction for various levels of characterization of the devices

YZ Law, JD Bancal, V Scarani - Journal of Physics A …, 2014 - iopscience.iop.org
The amount of intrinsic randomness that can be extracted from measurement on quantum
systems depends on several factors: notably, the power given to the adversary and the level …

Quantum state tomography via linear regression estimation

B Qi, Z Hou, L Li, D Dong, G **ang, G Guo - Scientific reports, 2013 - nature.com
A simple yet efficient state reconstruction algorithm of linear regression estimation (LRE) is
presented for quantum state tomography. In this method, quantum state reconstruction is …

Adaptive quantum state tomography via linear regression estimation: Theory and two-qubit experiment

B Qi, Z Hou, Y Wang, D Dong, HS Zhong, L Li… - npj Quantum …, 2017 - nature.com
Adaptive techniques have great potential for wide application in enhancing the precision of
quantum parameter estimation. We present an adaptive quantum state tomography protocol …

Imperfect measurement settings: Implications for quantum state tomography and entanglement witnesses

D Rosset, R Ferretti-Schöbitz, JD Bancal, N Gisin… - Physical Review A …, 2012 - APS
Reliable and well-characterized quantum resources are indispensable ingredients in
quantum information processing. Typically, in a realistic characterization of these resources …

Machine learning pipeline for quantum state estimation with incomplete measurements

O Danaci, S Lohani, BT Kirby… - … Learning: Science and …, 2021 - iopscience.iop.org
Two-qubit systems typically employ 36 projective measurements for high-fidelity
tomographic estimation. The overcomplete nature of the 36 measurements suggests …

Time resolved quantum tomography in molecular spectroscopy by the maximal entropy approach

V Makhija, R Gupta, S Neville… - The Journal of …, 2024 - ACS Publications
Attosecond science offers unprecedented precision in probing the initial moments of
chemical reactions, revealing the dynamics of molecular electrons that shape reaction …

Optimal two-qubit tomography based on local and global measurements: Maximal robustness against errors as described by condition numbers

A Miranowicz, K Bartkiewicz, J Peřina Jr, M Koashi… - Physical Review A, 2014 - APS
We present an error analysis of various tomographic protocols based on the linear inversion
for the reconstruction of an unknown two-qubit state. We solve the problem of finding a …