[HTML][HTML] Learning quantum systems

V Gebhart, R Santagati, AA Gentile, EM Gauger… - Nature Reviews …, 2023 - nature.com
The future development of quantum technologies relies on creating and manipulating
quantum systems of increasing complexity, with key applications in computation, simulation …

[HTML][HTML] Quantum certification and benchmarking

J Eisert, D Hangleiter, N Walk, I Roth… - Nature Reviews …, 2020 - nature.com
With the rapid development of quantum technologies, a pressing need has emerged for a
wide array of tools for the certification and characterization of quantum devices. Such tools …

[HTML][HTML] Predicting many properties of a quantum system from very few measurements

HY Huang, R Kueng, J Preskill - Nature Physics, 2020 - nature.com
Predicting the properties of complex, large-scale quantum systems is essential for
developing quantum technologies. We present an efficient method for constructing an …

Theory of quantum system certification

M Kliesch, I Roth - PRX quantum, 2021 - APS
The precise control of complex quantum systems promises numerous technological
applications including digital quantum computing. The complexity of such devices renders …

Efficient estimation of Pauli channels

ST Flammia, JJ Wallman - ACM Transactions on Quantum Computing, 2020 - dl.acm.org
Pauli channels are ubiquitous in quantum information, both as a dominant noise source in
many computing architectures and as a practical model for analyzing error correction and …

General framework for randomized benchmarking

J Helsen, I Roth, E Onorati, AH Werner, J Eisert - PRX Quantum, 2022 - APS
Randomized benchmarking refers to a collection of protocols that in the past decade have
become central methods for characterizing quantum gates. These protocols aim at efficiently …

Experimental neural network enhanced quantum tomography

AM Palmieri, E Kovlakov, F Bianchi, D Yudin… - npj Quantum …, 2020 - nature.com
Quantum tomography is currently ubiquitous for testing any implementation of a quantum
information processing device. Various sophisticated procedures for state and process …

Quantum chaos is quantum

L Leone, SFE Oliviero, Y Zhou, A Hamma - Quantum, 2021 - quantum-journal.org
It is well known that a quantum circuit on $ N $ qubits composed of Clifford gates with the
addition of $ k $ non Clifford gates can be simulated on a classical computer by an algorithm …

Learning efficient decoders for quasichaotic quantum scramblers

L Leone, SFE Oliviero, S Lloyd, A Hamma - Physical Review A, 2024 - APS
Scrambling of quantum information is an important feature at the root of randomization and
benchmarking protocols, the onset of quantum chaos, and black-hole physics. Unscrambling …

Nonstabilizerness determining the hardness of direct fidelity estimation

L Leone, SFE Oliviero, A Hamma - Physical Review A, 2023 - APS
In this work, we show how the resource theory of nonstabilizerness quantifies the hardness
of direct fidelity estimation protocols. In particular, the resources needed for a direct fidelity …