A Lie algebraic theory of barren plateaus for deep parameterized quantum circuits

M Ragone, BN Bakalov, F Sauvage, AF Kemper… - Nature …, 2024 - nature.com
Variational quantum computing schemes train a loss function by sending an initial state
through a parametrized quantum circuit, and measuring the expectation value of some …

A unified theory of barren plateaus for deep parametrized quantum circuits

MVS Cerezo de la Roca, M Ragone, B Bakalov… - Nature …, 2024 - osti.gov
AFV CoverSheet Page 1 LA-UR-23-30483 Accepted Manuscript A Lie algebraic theory of
barren plateaus for deep parameterized quantum circuits Cerezo de la Roca, Marco Vinicio …

A review of barren plateaus in variational quantum computing

M Larocca, S Thanasilp, S Wang, K Sharma… - arxiv preprint arxiv …, 2024 - arxiv.org
Variational quantum computing offers a flexible computational paradigm with applications in
diverse areas. However, a key obstacle to realizing their potential is the Barren Plateau (BP) …

Classically estimating observables of noiseless quantum circuits

A Angrisani, A Schmidhuber, MS Rudolph… - arxiv preprint arxiv …, 2024 - arxiv.org
We present a classical algorithm for estimating expectation values of arbitrary observables
on most quantum circuits across all circuit architectures and depths, including those with all …

Quantum algorithms for scientific computing

R Au-Yeung, B Camino, O Rathore… - Reports on Progress in …, 2024 - iopscience.iop.org
Quantum computing promises to provide the next step up in computational power for diverse
application areas. In this review, we examine the science behind the quantum hype, and the …

Search for Cosmic-Ray Boosted Sub-MeV Dark-Matter–Electron Scattering in PandaX-4T

X Shang, A Abdukerim, Z Bo, W Chen, X Chen… - Physical Review Letters, 2024 - APS
We report the first search for the elastic scatterings between cosmic-ray boosted sub-MeV
dark matter (DM) and electrons in the PandaX-4T liquid xenon experiment. Sub-MeV DM …

Automatic quantum circuit encoding of a given arbitrary quantum state

T Shirakawa, H Ueda, S Yunoki - Physical Review Research, 2024 - APS
We introduce an quantum-classical hybrid algorithm, named automatic quantum circuit
encoding (AQCE), that is designed to encode an arbitrary quantum state| Ψ〉 onto an …

Expressibility-induced concentration of quantum neural tangent kernels

LW Yu, W Li, Q Ye, Z Lu, Z Han… - Reports on Progress in …, 2024 - iopscience.iop.org
Quantum tangent kernel methods provide an efficient approach to analyzing the
performance of quantum machine learning models in the infinite-width limit, which is of …

[HTML][HTML] Efficient MPS representations and quantum circuits from the Fourier modes of classical image data

B Jobst, K Shen, CA Riofrío, E Shishenina… - Quantum, 2024 - quantum-journal.org
Abstract Machine learning tasks are an exciting application for quantum computers, as it has
been proven that they can learn certain problems more efficiently than classical ones …

Exact pretransition effects in kinetically constrained circuits: Dynamical fluctuations in the Floquet-East model

K Klobas, C De Fazio, JP Garrahan - Physical Review E, 2024 - APS
We study the dynamics of a classical circuit corresponding to a discrete-time version of the
kinetically constrained East model. We show that this classical “Floquet-East” model …