The randomized measurement toolbox

A Elben, ST Flammia, HY Huang, R Kueng… - Nature Reviews …, 2023 - nature.com
Programmable quantum simulators and quantum computers are opening unprecedented
opportunities for exploring and exploiting the properties of highly entangled complex …

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 …

Probabilistic error cancellation with sparse Pauli–Lindblad models on noisy quantum processors

E Van Den Berg, ZK Minev, A Kandala, K Temme - Nature physics, 2023 - nature.com
Noise in quantum computers can result in biased estimates of physical observables.
Accurate bias-free estimates can be obtained using probabilistic error cancellation, an error …

The XZZX surface code

JP Bonilla Ataides, DK Tuckett, SD Bartlett… - Nature …, 2021 - nature.com
Performing large calculations with a quantum computer will likely require a fault-tolerant
architecture based on quantum error-correcting codes. The challenge is to design practical …

Out-of-distribution generalization for learning quantum dynamics

MC Caro, HY Huang, N Ezzell, J Gibbs… - Nature …, 2023 - nature.com
Generalization bounds are a critical tool to assess the training data requirements of
Quantum Machine Learning (QML). Recent work has established guarantees for in …

Exponential separations between learning with and without quantum memory

S Chen, J Cotler, HY Huang, J Li - 2021 IEEE 62nd Annual …, 2022 - ieeexplore.ieee.org
We study the power of quantum memory for learning properties of quantum systems and
dynamics, which is of great importance in physics and chemistry. Many state-of-the-art …

Near-term quantum computing techniques: Variational quantum algorithms, error mitigation, circuit compilation, benchmarking and classical simulation

HL Huang, XY Xu, C Guo, G Tian, SJ Wei… - Science China Physics …, 2023 - Springer
Quantum computing is a game-changing technology for global academia, research centers
and industries including computational science, mathematics, finance, pharmaceutical …

Efficient learning of quantum noise

R Harper, ST Flammia, JJ Wallman - Nature Physics, 2020 - nature.com
Noise is the central obstacle to building large-scale quantum computers. Quantum systems
with sufficiently uncorrelated and weak noise could be used to solve computational …

Randomized compiling for scalable quantum computing on a noisy superconducting quantum processor

A Hashim, RK Naik, A Morvan, JL Ville… - arxiv preprint arxiv …, 2020 - arxiv.org
The successful implementation of algorithms on quantum processors relies on the accurate
control of quantum bits (qubits) to perform logic gate operations. In this era of noisy …

Measuring the capabilities of quantum computers

T Proctor, K Rudinger, K Young, E Nielsen… - Nature Physics, 2022 - nature.com
Quantum computers can now run interesting programs, but each processor's capability—the
set of programs that it can run successfully—is limited by hardware errors. These errors can …