Continuous-time quantum walks for MAX-CUT are hot

By exploiting the link between time-independent Hamiltonians and thermalisation, heuristic predictions on the performance of continuous-time quantum walks for MAX-CUT are made. The resulting predictions depend on the number of triangles in the underlying MAX-CUT graph. We extend these results to the...

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Main Authors: Robert J. Banks, Ehsan Haque, Farah Nazef, Fatima Fethallah, Fatima Ruqaya, Hamza Ahsan, Het Vora, Hibah Tahir, Ibrahim Ahmad, Isaac Hewins, Ishaq Shah, Krish Baranwal, Mannan Arora, Mateen Asad, Mubasshirah Khan, Nabian Hasan, Nuh Azad, Salgai Fedaiee, Shakeel Majeed, Shayam Bhuyan, Tasfia Tarannum, Yahya Ali, Dan E. Browne, P. A. Warburton
Format: Article
Language:English
Published: Verein zur Förderung des Open Access Publizierens in den Quantenwissenschaften 2024-02-01
Series:Quantum
Online Access:https://quantum-journal.org/papers/q-2024-02-13-1254/pdf/
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author Robert J. Banks
Ehsan Haque
Farah Nazef
Fatima Fethallah
Fatima Ruqaya
Hamza Ahsan
Het Vora
Hibah Tahir
Ibrahim Ahmad
Isaac Hewins
Ishaq Shah
Krish Baranwal
Mannan Arora
Mateen Asad
Mubasshirah Khan
Nabian Hasan
Nuh Azad
Salgai Fedaiee
Shakeel Majeed
Shayam Bhuyan
Tasfia Tarannum
Yahya Ali
Dan E. Browne
P. A. Warburton
author_facet Robert J. Banks
Ehsan Haque
Farah Nazef
Fatima Fethallah
Fatima Ruqaya
Hamza Ahsan
Het Vora
Hibah Tahir
Ibrahim Ahmad
Isaac Hewins
Ishaq Shah
Krish Baranwal
Mannan Arora
Mateen Asad
Mubasshirah Khan
Nabian Hasan
Nuh Azad
Salgai Fedaiee
Shakeel Majeed
Shayam Bhuyan
Tasfia Tarannum
Yahya Ali
Dan E. Browne
P. A. Warburton
author_sort Robert J. Banks
collection DOAJ
description By exploiting the link between time-independent Hamiltonians and thermalisation, heuristic predictions on the performance of continuous-time quantum walks for MAX-CUT are made. The resulting predictions depend on the number of triangles in the underlying MAX-CUT graph. We extend these results to the time-dependent setting with multi-stage quantum walks and Floquet systems. The approach followed here provides a novel way of understanding the role of unitary dynamics in tackling combinatorial optimisation problems with continuous-time quantum algorithms.
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spelling doaj.art-e8dead8aeee6419482f3a8d3926085b92024-02-13T14:20:52ZengVerein zur Förderung des Open Access Publizierens in den QuantenwissenschaftenQuantum2521-327X2024-02-018125410.22331/q-2024-02-13-125410.22331/q-2024-02-13-1254Continuous-time quantum walks for MAX-CUT are hotRobert J. BanksEhsan HaqueFarah NazefFatima FethallahFatima RuqayaHamza AhsanHet VoraHibah TahirIbrahim AhmadIsaac HewinsIshaq ShahKrish BaranwalMannan AroraMateen AsadMubasshirah KhanNabian HasanNuh AzadSalgai FedaieeShakeel MajeedShayam BhuyanTasfia TarannumYahya AliDan E. BrowneP. A. WarburtonBy exploiting the link between time-independent Hamiltonians and thermalisation, heuristic predictions on the performance of continuous-time quantum walks for MAX-CUT are made. The resulting predictions depend on the number of triangles in the underlying MAX-CUT graph. We extend these results to the time-dependent setting with multi-stage quantum walks and Floquet systems. The approach followed here provides a novel way of understanding the role of unitary dynamics in tackling combinatorial optimisation problems with continuous-time quantum algorithms.https://quantum-journal.org/papers/q-2024-02-13-1254/pdf/
spellingShingle Robert J. Banks
Ehsan Haque
Farah Nazef
Fatima Fethallah
Fatima Ruqaya
Hamza Ahsan
Het Vora
Hibah Tahir
Ibrahim Ahmad
Isaac Hewins
Ishaq Shah
Krish Baranwal
Mannan Arora
Mateen Asad
Mubasshirah Khan
Nabian Hasan
Nuh Azad
Salgai Fedaiee
Shakeel Majeed
Shayam Bhuyan
Tasfia Tarannum
Yahya Ali
Dan E. Browne
P. A. Warburton
Continuous-time quantum walks for MAX-CUT are hot
Quantum
title Continuous-time quantum walks for MAX-CUT are hot
title_full Continuous-time quantum walks for MAX-CUT are hot
title_fullStr Continuous-time quantum walks for MAX-CUT are hot
title_full_unstemmed Continuous-time quantum walks for MAX-CUT are hot
title_short Continuous-time quantum walks for MAX-CUT are hot
title_sort continuous time quantum walks for max cut are hot
url https://quantum-journal.org/papers/q-2024-02-13-1254/pdf/
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