A Lie algebraic theory of barren plateaus for deep parameterized quantum circuits
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 …
through a parametrized quantum circuit, and measuring the expectation value of some …
A unified theory of barren plateaus for deep parametrized quantum circuits
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 …
barren plateaus for deep parameterized quantum circuits Cerezo de la Roca, Marco Vinicio …
A review of barren plateaus in variational quantum computing
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) …
diverse areas. However, a key obstacle to realizing their potential is the Barren Plateau (BP) …
Classically estimating observables of noiseless quantum circuits
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 …
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 …
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 …
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
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 …
encoding (AQCE), that is designed to encode an arbitrary quantum state| Ψ〉 onto an …
Expressibility-induced concentration of quantum neural tangent kernels
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 …
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
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 …
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
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 …
kinetically constrained East model. We show that this classical “Floquet-East” model …