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) …

Random unitaries in extremely low depth

T Schuster, J Haferkamp, HY Huang - arxiv preprint arxiv:2407.07754, 2024 - arxiv.org
We prove that random quantum circuits on any geometry, including a 1D line, can form
approximate unitary designs over $ n $ qubits in $\log n $ depth. In a similar manner, we …

[HTML][HTML] Learning quantum properties from short-range correlations using multi-task networks

YD Wu, Y Zhu, Y Wang, G Chiribella - Nature Communications, 2024 - nature.com
Characterizing multipartite quantum systems is crucial for quantum computing and many-
body physics. The problem, however, becomes challenging when the system size is large …

Computing exact moments of local random quantum circuits via tensor networks

P Braccia, P Bermejo, L Cincio, M Cerezo - arxiv preprint arxiv …, 2024 - arxiv.org
A basic primitive in quantum information is the computation of the moments $\mathbb {E} _U
[{\rm Tr}[U\rho U^\dagger O]^ t] $. These describe the distribution of expectation values …

Predicting arbitrary state properties from single hamiltonian quench dynamics

Z Liu, Z Hao, HY Hu - Physical Review Research, 2024 - APS
Analog quantum simulation is an essential routine for quantum computing and plays a
crucial role in studying quantum many-body physics. Typically, the quantum evolution of an …

Efficient classical shadow tomography through many-body localization dynamics

TG Zhou, P Zhang - Quantum, 2024 - quantum-journal.org
Classical shadow tomography serves as a potent tool for extracting numerous properties
from quantum many-body systems with minimal measurements. Nevertheless, prevailing …

Floquet engineering of interactions and entanglement in periodically driven Rydberg chains

NU Köylüoğlu, N Maskara, J Feldmeier… - arxiv preprint arxiv …, 2024 - arxiv.org
Neutral atom arrays driven into Rydberg states constitute a promising approach for realizing
programmable quantum systems. Enabled by strong interactions associated with Rydberg …

Exact spectral gaps of random one-dimensional quantum circuits

AE Deneris, P Bermejo, P Braccia, L Cincio… - arxiv preprint arxiv …, 2024 - arxiv.org
The spectral gap of local random quantum circuits is a fundamental property that determines
how close the moments of the circuit's unitaries match those of a Haar random distribution …