Literature DB >> 27075097

Exploring the quantum speed limit with computer games.

Jens Jakob W H Sørensen1, Mads Kock Pedersen1, Michael Munch1, Pinja Haikka1, Jesper Halkjær Jensen1, Tilo Planke1, Morten Ginnerup Andreasen1, Miroslav Gajdacz1, Klaus Mølmer1, Andreas Lieberoth1, Jacob F Sherson1.   

Abstract

Humans routinely solve problems of immense computational complexity by intuitively forming simple, low-dimensional heuristic strategies. Citizen science (or crowd sourcing) is a way of exploiting this ability by presenting scientific research problems to non-experts. 'Gamification'--the application of game elements in a non-game context--is an effective tool with which to enable citizen scientists to provide solutions to research problems. The citizen science games Foldit, EteRNA and EyeWire have been used successfully to study protein and RNA folding and neuron mapping, but so far gamification has not been applied to problems in quantum physics. Here we report on Quantum Moves, an online platform gamifying optimization problems in quantum physics. We show that human players are able to find solutions to difficult problems associated with the task of quantum computing. Players succeed where purely numerical optimization fails, and analyses of their solutions provide insights into the problem of optimization of a more profound and general nature. Using player strategies, we have thus developed a few-parameter heuristic optimization method that efficiently outperforms the most prominent established numerical methods. The numerical complexity associated with time-optimal solutions increases for shorter process durations. To understand this better, we produced a low-dimensional rendering of the optimization landscape. This rendering reveals why traditional optimization methods fail near the quantum speed limit (that is, the shortest process duration with perfect fidelity). Combined analyses of optimization landscapes and heuristic solution strategies may benefit wider classes of optimization problems in quantum physics and beyond.

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Year:  2016        PMID: 27075097     DOI: 10.1038/nature17620

Source DB:  PubMed          Journal:  Nature        ISSN: 0028-0836            Impact factor:   49.962


  16 in total

1.  Quantum information processing with atoms and photons.

Authors:  C Monroe
Journal:  Nature       Date:  2002-03-14       Impact factor: 49.962

2.  Quantum optimally controlled transition landscapes.

Authors:  Herschel A Rabitz; Michael M Hsieh; Carey M Rosenthal
Journal:  Science       Date:  2004-03-26       Impact factor: 47.728

3.  Single-atom-resolved fluorescence imaging of an atomic Mott insulator.

Authors:  Jacob F Sherson; Christof Weitenberg; Manuel Endres; Marc Cheneau; Immanuel Bloch; Stefan Kuhr
Journal:  Nature       Date:  2010-08-18       Impact factor: 49.962

4.  Optimal control at the quantum speed limit.

Authors:  T Caneva; M Murphy; T Calarco; R Fazio; S Montangero; V Giovannetti; G E Santoro
Journal:  Phys Rev Lett       Date:  2009-12-07       Impact factor: 9.161

5.  Probing the superfluid-to-Mott insulator transition at the single-atom level.

Authors:  W S Bakr; A Peng; M E Tai; R Ma; J Simon; J I Gillen; S Fölling; L Pollet; M Greiner
Journal:  Science       Date:  2010-06-17       Impact factor: 47.728

6.  Mechanisms and neural basis of object and pattern recognition: a study with chess experts.

Authors:  Merim Bilalić; Robert Langner; Michael Erb; Wolfgang Grodd
Journal:  J Exp Psychol Gen       Date:  2010-11

7.  Entangling two transportable neutral atoms via local spin exchange.

Authors:  A M Kaufman; B J Lester; M Foss-Feig; M L Wall; A M Rey; C A Regal
Journal:  Nature       Date:  2015-11-02       Impact factor: 49.962

8.  Single-spin addressing in an atomic Mott insulator.

Authors:  Christof Weitenberg; Manuel Endres; Jacob F Sherson; Marc Cheneau; Peter Schauss; Takeshi Fukuhara; Immanuel Bloch; Stefan Kuhr
Journal:  Nature       Date:  2011-03-17       Impact factor: 49.962

9.  Crowd science user contribution patterns and their implications.

Authors:  Henry Sauermann; Chiara Franzoni
Journal:  Proc Natl Acad Sci U S A       Date:  2015-01-05       Impact factor: 11.205

10.  Space-time wiring specificity supports direction selectivity in the retina.

Authors:  Jinseop S Kim; Matthew J Greene; Aleksandar Zlateski; Kisuk Lee; Mark Richardson; Srinivas C Turaga; Michael Purcaro; Matthew Balkam; Amy Robinson; Bardia F Behabadi; Michael Campos; Winfried Denk; H Sebastian Seung
Journal:  Nature       Date:  2014-05-04       Impact factor: 49.962

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  17 in total

1.  Approaching the adiabatic timescale with machine learning.

Authors:  Bryce M Henson; Dong K Shin; Kieran F Thomas; Jacob A Ross; Michael R Hush; Sean S Hodgman; Andrew G Truscott
Journal:  Proc Natl Acad Sci U S A       Date:  2018-12-07       Impact factor: 11.205

2.  Deep learning is combined with massive-scale citizen science to improve large-scale image classification.

Authors:  Devin P Sullivan; Casper F Winsnes; Lovisa Åkesson; Martin Hjelmare; Mikaela Wiking; Rutger Schutten; Linzi Campbell; Hjalti Leifsson; Scott Rhodes; Andie Nordgren; Kevin Smith; Bernard Revaz; Bergur Finnbogason; Attila Szantner; Emma Lundberg
Journal:  Nat Biotechnol       Date:  2018-08-20       Impact factor: 54.908

Review 3.  Crowdsourcing biomedical research: leveraging communities as innovation engines.

Authors:  Julio Saez-Rodriguez; James C Costello; Stephen H Friend; Michael R Kellen; Lara Mangravite; Pablo Meyer; Thea Norman; Gustavo Stolovitzky
Journal:  Nat Rev Genet       Date:  2016-07-15       Impact factor: 53.242

4.  Physics: Quantum problems solved through games.

Authors:  Sabrina Maniscalco
Journal:  Nature       Date:  2016-04-14       Impact factor: 49.962

5.  Science and Culture: Quantum games aim to demystify heady science.

Authors:  Stephen Ornes
Journal:  Proc Natl Acad Sci U S A       Date:  2018-02-20       Impact factor: 11.205

6.  Locally noisy autonomous agents improve global human coordination in network experiments.

Authors:  Hirokazu Shirado; Nicholas A Christakis
Journal:  Nature       Date:  2017-05-17       Impact factor: 49.962

7.  Can Simple Transmission Chains Foster Collective Intelligence in Binary-Choice Tasks?

Authors:  Mehdi Moussaïd; Kyanoush Seyed Yahosseini
Journal:  PLoS One       Date:  2016-11-23       Impact factor: 3.240

8.  A Webcast of Bird Nesting as a State-of-the-Art Citizen Science.

Authors:  Markéta Zárybnická; Petr Sklenicka; Piotr Tryjanowski
Journal:  PLoS Biol       Date:  2017-01-06       Impact factor: 8.029

9.  Linking the rotation of a rigid body to the Schrödinger equation: The quantum tennis racket effect and beyond.

Authors:  L Van Damme; D Leiner; P Mardešić; S J Glaser; D Sugny
Journal:  Sci Rep       Date:  2017-06-21       Impact factor: 4.379

10.  Remote optimization of an ultracold atoms experiment by experts and citizen scientists.

Authors:  Robert Heck; Oana Vuculescu; Jens Jakob Sørensen; Jonathan Zoller; Morten G Andreasen; Mark G Bason; Poul Ejlertsen; Ottó Elíasson; Pinja Haikka; Jens S Laustsen; Lærke L Nielsen; Andrew Mao; Romain Müller; Mario Napolitano; Mads K Pedersen; Aske R Thorsen; Carsten Bergenholtz; Tommaso Calarco; Simone Montangero; Jacob F Sherson
Journal:  Proc Natl Acad Sci U S A       Date:  2018-11-09       Impact factor: 11.205

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