[HTML][HTML] Quantum machine learning for chemistry and physics

M Sajjan, J Li, R Selvarajan, SH Sureshbabu… - Chemical Society …, 2022 - pubs.rsc.org
Machine learning (ML) has emerged as a formidable force for identifying hidden but
pertinent patterns within a given data set with the objective of subsequent generation of …

The quantum adiabatic algorithm applied to random optimization problems: The quantum spin glass perspective

V Bapst, L Foini, F Krzakala, G Semerjian, F Zamponi - Physics Reports, 2013 - Elsevier
Among various algorithms designed to exploit the specific properties of quantum computers
with respect to classical ones, the quantum adiabatic algorithm is a versatile proposition to …

Renormalization and tensor product states in spin chains and lattices

JI Cirac, F Verstraete - Journal of physics a: mathematical and …, 2009 - iopscience.iop.org
We review different descriptions of many-body quantum systems in terms of tensor product
states. We introduce several families of such states in terms of the known renormalization …

Gauging tensor networks with belief propagation

J Tindall, M Fishman - SciPost Physics, 2023 - scipost.org
Effectively compressing and optimizing tensor networks requires reliable methods for fixing
the latent degrees of freedom of the tensors, known as the gauge. Here we introduce a new …

Slow quantum thermalization and many-body revivals from mixed phase space

AA Michailidis, CJ Turner, Z Papić, DA Abanin… - Physical Review X, 2020 - APS
The relaxation of few-body quantum systems can strongly depend on the initial state when
the system's semiclassical phase space is mixed; ie, regions of chaotic motion coexist with …

Simulation of two-dimensional quantum systems using a tree tensor network that exploits the entropic area law

L Tagliacozzo, G Evenbly, G Vidal - Physical Review B—Condensed Matter …, 2009 - APS
This work explores the use of a tree tensor network ansatz to simulate the ground state of a
local Hamiltonian on a two-dimensional lattice. By exploiting the entropic area law, the tree …

Mitigating barren plateaus of variational quantum eigensolvers

X Liu, G Liu, HK Zhang, J Huang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Variational quantum algorithms (VQAs) are expected to establish valuable applications on
near-term quantum computers. However, recent works have pointed out that the …

Three-dimensional quantum spin liquids in models of harmonic-honeycomb iridates and phase diagram in an infinite- approximation

I Kimchi, JG Analytis, A Vishwanath - Physical Review B, 2014 - APS
Motivated by the recent synthesis of two insulating Li 2 IrO 3 polymorphs, where Ir 4+ S eff=
1/2 moments form 3D (“harmonic”) honeycomb structures with threefold coordination, we …

Time dependent variational principle for tree tensor networks

D Bauernfeind, M Aichhorn - SciPost Physics, 2020 - scipost.org
We present a generalization of the Time Dependent Variational Principle (TDVP) to any
finite sized loop-free tensor network. The major advantage of TDVP is that it can be …

Entanglement negativity in the critical Ising chain

P Calabrese, L Tagliacozzo… - Journal of Statistical …, 2013 - iopscience.iop.org
We study the scaling of the traces of the integer powers of the partially transposed reduced
density matrix $\mathrm {Tr}({\rho} _ {A}^{{T} _ {2}})^{n} $ and of the entanglement negativity …