Efficient population transfer via non-ergodic extended states in quantum spin glass
We analyze a new computational role of coherent multi-qubit quantum tunneling that gives rise to bands of non-ergodic extended (NEE) quantum states each formed by a superposition of a large number of computational states (deep local minima of the energy landscape) with similar energies. NEE provide...
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creator | Kechedzhi, Kostyantyn Smelyanskiy, Vadim McClean, Jarrod R Denchev, Vasil S Mohseni, Masoud Isakov, Sergei Boixo, Sergio Altshuler, Boris Neven, Hartmut |
description | We analyze a new computational role of coherent multi-qubit quantum tunneling
that gives rise to bands of non-ergodic extended (NEE) quantum states each
formed by a superposition of a large number of computational states (deep local
minima of the energy landscape) with similar energies. NEE provide a mechanism
for population transfer (PT) between computational states and therefore can
serve as a new quantum subroutine for quantum search, quantum parallel
tempering and reverse annealing optimization algorithms. We study PT in a
quantum n-spin system subject to a transverse field where the energy function
$E(z)$ encodes a classical optimization problem over the set of spin
configurations $z$. Given an initial spin configuration with low energy, PT
protocol searches for other bitstrings at energies within a narrow window
around the initial one. We provide an analytical solution for PT in a simple
yet nontrivial model: $M$ randomly chosen marked bit-strings are assigned
energies $E(z)$ within a narrow strip $[-n -W/2, n + W/2]$, while the rest of
the states are assigned energy 0. We find that the scaling of a typical PT
runtime with n and L is the same as that in the multi-target Grover's quantum
search algorithm, except for a factor that is equal to $\exp(n /(2B^2))$ for
finite transverse field $B\gg1$. Unlike the Hamiltonians used in analog quantum
unstructured search algorithms known so far, the model we consider is
non-integrable and population transfer is not exponentially sensitive in n to
the weight of the driver Hamiltonian. We study numerically the PT subroutine as
a part of quantum parallel tempering algorithm for a number of examples of
binary optimization problems on fully connected graphs. |
doi_str_mv | 10.48550/arxiv.1807.04792 |
format | Article |
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that gives rise to bands of non-ergodic extended (NEE) quantum states each
formed by a superposition of a large number of computational states (deep local
minima of the energy landscape) with similar energies. NEE provide a mechanism
for population transfer (PT) between computational states and therefore can
serve as a new quantum subroutine for quantum search, quantum parallel
tempering and reverse annealing optimization algorithms. We study PT in a
quantum n-spin system subject to a transverse field where the energy function
$E(z)$ encodes a classical optimization problem over the set of spin
configurations $z$. Given an initial spin configuration with low energy, PT
protocol searches for other bitstrings at energies within a narrow window
around the initial one. We provide an analytical solution for PT in a simple
yet nontrivial model: $M$ randomly chosen marked bit-strings are assigned
energies $E(z)$ within a narrow strip $[-n -W/2, n + W/2]$, while the rest of
the states are assigned energy 0. We find that the scaling of a typical PT
runtime with n and L is the same as that in the multi-target Grover's quantum
search algorithm, except for a factor that is equal to $\exp(n /(2B^2))$ for
finite transverse field $B\gg1$. Unlike the Hamiltonians used in analog quantum
unstructured search algorithms known so far, the model we consider is
non-integrable and population transfer is not exponentially sensitive in n to
the weight of the driver Hamiltonian. We study numerically the PT subroutine as
a part of quantum parallel tempering algorithm for a number of examples of
binary optimization problems on fully connected graphs.</description><identifier>DOI: 10.48550/arxiv.1807.04792</identifier><language>eng</language><subject>Physics - Disordered Systems and Neural Networks ; Physics - Quantum Physics ; Physics - Statistical Mechanics ; Physics - Strongly Correlated Electrons</subject><creationdate>2018-07</creationdate><rights>http://arxiv.org/licenses/nonexclusive-distrib/1.0</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>228,230,778,883</link.rule.ids><linktorsrc>$$Uhttps://arxiv.org/abs/1807.04792$$EView_record_in_Cornell_University$$FView_record_in_$$GCornell_University$$Hfree_for_read</linktorsrc><backlink>$$Uhttps://doi.org/10.48550/arXiv.1807.04792$$DView paper in arXiv$$Hfree_for_read</backlink></links><search><creatorcontrib>Kechedzhi, Kostyantyn</creatorcontrib><creatorcontrib>Smelyanskiy, Vadim</creatorcontrib><creatorcontrib>McClean, Jarrod R</creatorcontrib><creatorcontrib>Denchev, Vasil S</creatorcontrib><creatorcontrib>Mohseni, Masoud</creatorcontrib><creatorcontrib>Isakov, Sergei</creatorcontrib><creatorcontrib>Boixo, Sergio</creatorcontrib><creatorcontrib>Altshuler, Boris</creatorcontrib><creatorcontrib>Neven, Hartmut</creatorcontrib><title>Efficient population transfer via non-ergodic extended states in quantum spin glass</title><description>We analyze a new computational role of coherent multi-qubit quantum tunneling
that gives rise to bands of non-ergodic extended (NEE) quantum states each
formed by a superposition of a large number of computational states (deep local
minima of the energy landscape) with similar energies. NEE provide a mechanism
for population transfer (PT) between computational states and therefore can
serve as a new quantum subroutine for quantum search, quantum parallel
tempering and reverse annealing optimization algorithms. We study PT in a
quantum n-spin system subject to a transverse field where the energy function
$E(z)$ encodes a classical optimization problem over the set of spin
configurations $z$. Given an initial spin configuration with low energy, PT
protocol searches for other bitstrings at energies within a narrow window
around the initial one. We provide an analytical solution for PT in a simple
yet nontrivial model: $M$ randomly chosen marked bit-strings are assigned
energies $E(z)$ within a narrow strip $[-n -W/2, n + W/2]$, while the rest of
the states are assigned energy 0. We find that the scaling of a typical PT
runtime with n and L is the same as that in the multi-target Grover's quantum
search algorithm, except for a factor that is equal to $\exp(n /(2B^2))$ for
finite transverse field $B\gg1$. Unlike the Hamiltonians used in analog quantum
unstructured search algorithms known so far, the model we consider is
non-integrable and population transfer is not exponentially sensitive in n to
the weight of the driver Hamiltonian. We study numerically the PT subroutine as
a part of quantum parallel tempering algorithm for a number of examples of
binary optimization problems on fully connected graphs.</description><subject>Physics - Disordered Systems and Neural Networks</subject><subject>Physics - Quantum Physics</subject><subject>Physics - Statistical Mechanics</subject><subject>Physics - Strongly Correlated Electrons</subject><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>GOX</sourceid><recordid>eNotz71OwzAYhWEvDKhwAUz4BhKcuP4bUVV-pEoM7R59tj9XllIn2E5V7h4oTEfvcqSHkIeOtWstBHuCfInnttNMtWytTH9L9tsQoouYKp2neRmhxinRmiGVgJmeI9A0pQbzcfLRUbxUTB49LRUqFhoT_Vwg1eVEy_wTxxFKuSM3AcaC9_-7IoeX7WHz1uw-Xt83z7sGpOobGWxvndYorUCGBiz24DwEJpnoeo6KGdFZ4SVHw5BLx73zqL3sVFBG8hV5_Lu9qoY5xxPkr-FXN1x1_Bs3bUxa</recordid><startdate>20180712</startdate><enddate>20180712</enddate><creator>Kechedzhi, Kostyantyn</creator><creator>Smelyanskiy, Vadim</creator><creator>McClean, Jarrod R</creator><creator>Denchev, Vasil S</creator><creator>Mohseni, Masoud</creator><creator>Isakov, Sergei</creator><creator>Boixo, Sergio</creator><creator>Altshuler, Boris</creator><creator>Neven, Hartmut</creator><scope>GOX</scope></search><sort><creationdate>20180712</creationdate><title>Efficient population transfer via non-ergodic extended states in quantum spin glass</title><author>Kechedzhi, Kostyantyn ; Smelyanskiy, Vadim ; McClean, Jarrod R ; Denchev, Vasil S ; Mohseni, Masoud ; Isakov, Sergei ; Boixo, Sergio ; Altshuler, Boris ; Neven, Hartmut</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a672-6fb2bc88e6b5e0e9abe2acdaf0605123e70951b5d63e90e36c3dcde8d617f7963</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Physics - Disordered Systems and Neural Networks</topic><topic>Physics - Quantum Physics</topic><topic>Physics - Statistical Mechanics</topic><topic>Physics - Strongly Correlated Electrons</topic><toplevel>online_resources</toplevel><creatorcontrib>Kechedzhi, Kostyantyn</creatorcontrib><creatorcontrib>Smelyanskiy, Vadim</creatorcontrib><creatorcontrib>McClean, Jarrod R</creatorcontrib><creatorcontrib>Denchev, Vasil S</creatorcontrib><creatorcontrib>Mohseni, Masoud</creatorcontrib><creatorcontrib>Isakov, Sergei</creatorcontrib><creatorcontrib>Boixo, Sergio</creatorcontrib><creatorcontrib>Altshuler, Boris</creatorcontrib><creatorcontrib>Neven, Hartmut</creatorcontrib><collection>arXiv.org</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Kechedzhi, Kostyantyn</au><au>Smelyanskiy, Vadim</au><au>McClean, Jarrod R</au><au>Denchev, Vasil S</au><au>Mohseni, Masoud</au><au>Isakov, Sergei</au><au>Boixo, Sergio</au><au>Altshuler, Boris</au><au>Neven, Hartmut</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Efficient population transfer via non-ergodic extended states in quantum spin glass</atitle><date>2018-07-12</date><risdate>2018</risdate><abstract>We analyze a new computational role of coherent multi-qubit quantum tunneling
that gives rise to bands of non-ergodic extended (NEE) quantum states each
formed by a superposition of a large number of computational states (deep local
minima of the energy landscape) with similar energies. NEE provide a mechanism
for population transfer (PT) between computational states and therefore can
serve as a new quantum subroutine for quantum search, quantum parallel
tempering and reverse annealing optimization algorithms. We study PT in a
quantum n-spin system subject to a transverse field where the energy function
$E(z)$ encodes a classical optimization problem over the set of spin
configurations $z$. Given an initial spin configuration with low energy, PT
protocol searches for other bitstrings at energies within a narrow window
around the initial one. We provide an analytical solution for PT in a simple
yet nontrivial model: $M$ randomly chosen marked bit-strings are assigned
energies $E(z)$ within a narrow strip $[-n -W/2, n + W/2]$, while the rest of
the states are assigned energy 0. We find that the scaling of a typical PT
runtime with n and L is the same as that in the multi-target Grover's quantum
search algorithm, except for a factor that is equal to $\exp(n /(2B^2))$ for
finite transverse field $B\gg1$. Unlike the Hamiltonians used in analog quantum
unstructured search algorithms known so far, the model we consider is
non-integrable and population transfer is not exponentially sensitive in n to
the weight of the driver Hamiltonian. We study numerically the PT subroutine as
a part of quantum parallel tempering algorithm for a number of examples of
binary optimization problems on fully connected graphs.</abstract><doi>10.48550/arxiv.1807.04792</doi><oa>free_for_read</oa></addata></record> |
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subjects | Physics - Disordered Systems and Neural Networks Physics - Quantum Physics Physics - Statistical Mechanics Physics - Strongly Correlated Electrons |
title | Efficient population transfer via non-ergodic extended states in quantum spin glass |
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