SlideShare a Scribd company logo
Richard D. Gill (Leiden University), 13 June 2023, QIP Växjö
Statistical analysis of the
recent Bell experiments
“If your experiment needs statistics, you ought to
have done a better experiment”
• RD Gill, Optimal Statistical Analyses of Bell Experiments,
AppliedMath 2023, 3(2), 446-460; https://doi.org/10.3390/
appliedmath3020023
• Storz, S., Schär, J., Kulikov, A. et al. Loophole-free Bell inequality
violation with superconducting circuits. Nature 617, 265–270 (2023).
https://doi.org/10.1038/s41586-023-05885-0
• Giustina M. Superconducting qubits cover new distances. Nature 617
(7960), 254-256. https://doi.org/10.1038/d41586-023-01488-x
• I have promised Marian Kupczynski not to talk about:
RD Gill & JP Lambare, Kupczynski’s Contextual Locally Causal
Probabilistic Models Are Constrained by Bell’s Theorem, Quantum
Reports 2023; https://arxiv.org/abs/2208.09930
Storz et. al. – ETH Zürich – Nature 617, 265–270 (2023)
Loophole-free Bell inequality violation with
superconducting circuits
Richard D. Gill, 13 June 2023
On: “Loophole–free Bell
inequality violation
with superconducting circuits”
Loophole-freeBellinequalityviolationwith
superconductingcircuits
Simon Storz1✉,Josua Schär1
,Anatoly Kulikov1
,Paul Magnard1,10
,Philipp Kurpiers1,11
,
Janis Lütolf1
,Theo Walter1
,Adrian Copetudo1,12
,Kevin Reuer1
,Abdulkadir Akin1
,
Jean-Claude Besse1
,Mihai Gabureac1
,Graham J. Norris1
,Andrés Rosario1
,Ferran Martin2
,
José Martinez2
,Waldimar Amaya2
,Morgan W. Mitchell3,4
,Carlos Abellan2
,Jean-Daniel Bancal5
,
Nicolas Sangouard5
,Baptiste Royer6,7
,Alexandre Blais7,8
&Andreas Wallraff1,9✉
Superposition,entanglementandnon-localityconstitutefundamentalfeaturesof
quantumphysics.Thefactthatquantumphysicsdoesnotfollowtheprincipleoflocal
causality1–3
canbeexperimentallydemonstratedinBelltests4
performedonpairsof
spatiallyseparated,entangledquantumsystems.AlthoughBelltests,whicharewidely
regardedasalitmustestofquantumphysics,havebeenexploredusingabroadrange
ofquantumsystemsoverthepast50years,onlyrelativelyrecentlyhaveexperiments
freeofso-calledloopholes5
succeeded.Suchexperimentshavebeenperformedwith
spinsinnitrogen–vacancycentres6
,opticalphotons7–9
andneutralatoms10
.Herewe
demonstratealoophole-freeviolationofBell’sinequalitywithsuperconducting
circuits,whichareaprimecontenderforrealizingquantumcomputingtechnology11
.
ToevaluateaClauser–Horne–Shimony–Holt-typeBellinequality4
,wedeterministically
entangleapairofqubits12
andperformfastandhigh-fidelitymeasurements13
along
randomlychosenbasesonthequbitsconnectedthroughacryogeniclink14
spanning
adistanceof30 metres.Evaluatingmorethan1 millionexperimentaltrials,wefindan
averageSvalueof2.0747 ± 0.0033,violatingBell’sinequalitywithaPvaluesmallerthan
10−108
.Ourworkdemonstratesthatnon-localityisaviablenewresourceinquantum
informationtechnologyrealizedwithsuperconductingcircuitswithpotential
applicationsinquantumcommunication,quantumcomputingandfundamental
physics15
.
Oneoftheastoundingfeaturesofquantumphysicsisthatitcontradicts
ourcommonintuitiveunderstandingofnaturefollowingtheprinciple
oflocalcausality1
.Thisconceptderivesfromtheexpectationthatthe
causes of an event are to be found in its neighbourhood (see Supple-
mentaryInformationsectionIforadiscussion).In1964,JohnStewart
Bellproposedanexperiment,nowknownasaBelltest,toempirically
demonstratethattheoriessatisfyingtheprincipleoflocalcausalitydo
notdescribethepropertiesofapairofentangledquantumsystems2,3
.
cannotdependoninformationavailableatthelocationofpartyBand
vice versa, and measurement independence, the idea that the choice
between the two possible measurements is statistically independent
from any hidden variables.
AdecadeafterBell’sproposal,thefirstpioneeringexperimentalBell
tests were successful16,17
. However, these early experiments relied on
additionalassumptions18
,creatingloopholesintheconclusionsdrawn
fromtheexperiments.Inthefollowingdecades,experimentsrelyingon
https://doi.org/10.1038/s41586-023-05885-0
Received: 22 August 2022
Accepted: 24 February 2023
Published online: 10 May 2023
Open access
Check for updates
Nature | Vol 617 | 11 May 2023 | 265
ToevaluateaClauser–Horne–Shimony–Holt-typeBellinequality4
,wedeterministically
entangleapairofqubits12
andperformfastandhigh-fidelitymeasurements13
along
randomlychosenbasesonthequbitsconnectedthroughacryogeniclink14
spanning
adistanceof30 metres.Evaluatingmorethan1 millionexperimentaltrials,wefindan
averageSvalueof2.0747 ± 0.0033,violatingBell’sinequalitywithaPvaluesmallerthan
10−108
.Ourworkdemonstratesthatnon-localityisaviablenewresourceinquantum
informationtechnologyrealizedwithsuperconductingcircuitswithpotential
applicationsinquantumcommunication,quantumcomputingandfundamental
physics15
.
Oneoftheastoundingfeaturesofquantumphysicsisthatitcontradicts
ourcommonintuitiveunderstandingofnaturefollowingtheprinciple
oflocalcausality1
.Thisconceptderivesfromtheexpectationthatthe
causes of an event are to be found in its neighbourhood (see Supple-
mentaryInformationsectionIforadiscussion).In1964,JohnStewart
Bellproposedanexperiment,nowknownasaBelltest,toempirically
demonstratethattheoriessatisfyingtheprincipleoflocalcausalitydo
notdescribethepropertiesofapairofentangledquantumsystems2,3
.
In a Bell test4
, two distinct parties A and B each hold one part of an
entangledquantumsystem,forexample,oneoftwoqubits.Eachparty
then chooses one of two possible measurements to perform on their
qubit, and records the binary measurement outcome. The parties
repeat the process many times to accumulate statistics, and evaluate
aBellinequality2,4
usingthemeasurementchoicesandrecordedresults.
Systems governed by local hidden variable models are expected to
obey the inequality whereas quantum systems can violate it. The two
underlyingassumptionsinthederivationofBell’sinequalityarelocality,
theconceptthatthemeasurementoutcomeatthelocationofpartyA
cannotdependoninformationavailableatthelocationofpartyBand
vice versa, and measurement independence, the idea that the choice
between the two possible measurements is statistically independent
from any hidden variables.
AdecadeafterBell’sproposal,thefirstpioneeringexperimentalBell
tests were successful16,17
. However, these early experiments relied on
additionalassumptions18
,creatingloopholesintheconclusionsdrawn
fromtheexperiments.Inthefollowingdecades,experimentsrelyingon
fewerandfewerassumptionswereperformed19–21
,untilloophole-free
Bell inequality violations, which close all major loopholes simultane-
ously,weredemonstratedin2015andthefollowingyears6–10
;seeref.22
for a discussion.
Inthedevelopmentofquantuminformationscience,itbecameclear
that Bell tests relying on a minimum number of assumptions are not
only of interest for testing fundamental physics but also serve as a
key resource in quantum information processing protocols. Observ-
ing a violation of Bell’s inequality indicates that the system possesses
non-classical correlations, and asserts that the potentially unknown
1
Department of Physics, ETH Zurich, Zurich, Switzerland. 2
Quside Technologies S.L., Castelldefels, Spain. 3
ICFO - Institut de Ciencies Fotoniques, The Barcelona Institute of Science and
Technology, Castelldefels (Barcelona), Spain. 4
ICREA - Institució Catalana de Recerca i Estudis Avançats, Barcelona, Spain. 5
Institute of Theoretical Physics, University of Paris-Saclay, CEA,
CNRS, Gif-sur-Yvette, France. 6
Department of Physics, Yale University, New Haven, CT, USA. 7
Institut quantique and Départment de Physique, Université de Sherbrooke, Sherbrooke, Québec,
Canada. 8
Canadian Institute for Advanced Research, Toronto, Ontario, Canada. 9
Quantum Center, ETH Zurich, Zurich, Switzerland. 10
Present address: Alice and Bob, Paris, France. 11
Present address:
Rohde and Schwarz, Munich, Germany. 12
Present address: Centre for Quantum Technologies, National University of Singapore, Singapore, Singapore. ✉e-mail: simon.storz@phys.ethz.ch;
andreas.wallraff@phys.ethz.ch
• Evaluating more than 1 million experimental trials, we
fi
nd an
average S value of 2.0747 ± 0.0033, violating Bell’s inequality
with a p–value smaller than 10–108
• For the
fi
nal Bell test with an optimal angle θ (see main text), we
performed n = 220 Bell trials and obtained c = 796228 wins in the
Bell game. With these values we
fi
nd p ≤ 10–108
Notice how close they are …
Two log10 p–values
> pnorm(747/33, lower.tail = FALSE, log.p = TRUE) / log(10)
[1] –113.0221
> pbinom(796228 – 1, 2^20, lower.tail = FALSE, prob = 3/4,
+ log.p = TRUE) / log(10)
[1] –108.6195
2^20 = 1,048,576
Counts Na,b,x,y
x = +1
y = +1
x = +1
y = -1
x = -1
y = +1
x = -1
y = -1
a = 0, b = 0 100,529 31,780 29,926 99,965
a = 0, b = 1 30,638 101,342 96,592 33,131
a = 1, b = 0 94,661 30,018 35,565 102,060
a = 1, b = 1 96,291 29,186 32,104 104,788
ABLE SV. Raw counts of the individual occurrences for
al Bell test for fixed o↵set angle ✓ = ⇡/4 with the m
tistics (220
trials), presented in the main text.
e correlators
10 3 3 10
3 10 10 3
10 3 3 10
10 3 3 10
In ten thousands, rounded
10 3
3 10
10 3
3 10
10 3
3 10
3 10
10 3
Three correlations equal to 14 / 26 = 1 / 2 + 1 / 26 = 0.54
One equal to –14 / 26 = –0.54
S = 4 * 14 / 26 = 2 + 4 / 26 = 2 + 2 / 13 = 2.15
J = (S – 2) / 4 = 1 / 26 = 0.038
Probability of winning Bell game = 20 / 26 = 10 / 13 = 0.77 > 0.75
The random setting generators seems perfect
> ABdsn <-
+ c(sum(table11), sum(table12), sum(table21), sum(table22))
> ABdsn
[1] 262304 262369 262200 261703
> N <- sum(ABdsn)
> N
[1] 1048576
> expected <- N * c(1, 1, 1, 1) / 4
> expected
[1] 262144 262144 262144 262144
> chisquare <- sum( (ABdsn - expected)^2 / expected)
> chisquare
[1] 1.044624
> pchisq(1, 3, lower.tail = TRUE)
[1] 0.198748
a = 0, b = 0 a = 0, b = 1 a = 1, b = 0 a = 1, b = 1
x = +1, y = +1 100529 30638 94661 96291
x = +1, y = –1 31780 101342 30018 29186
x = –1, y = +1 29926 96592 35565 32104
x = –1, y = –1 99965 33131 102060 104788
Zürich, transposed
a’ = 0, b = 0 a’ = 0, b = 1 a’ = 1, b = 0 a’ = 1, b = 1
x = +1, y = +1 94661 96291 100529 30638
x = +1, y = –1 30018 29186 31780 101342
x = –1, y = +1 35565 32104 29926 96592
x = –1, y = –1 102060 104788 99965 33131
Zürich, transposed & Alice’s setting
fl
ipped
> pnorm((CHSHopt – 2)/ sqrt(varCHSHopt), lower.tail = FALSE)
[1] 7.727839e–112
> pchisq(2 * (– optim(ThetaOpt, negloglik)$value + optim(ThetaOptL[1:7],
+ negloglikL)$value), 1, lower.tail = FALSE) / 2
[1] 5.668974e–110
> pbinom(796228 – 1, 2^20, lower.tail = FALSE, prob = 3/4,
+ log.p = TRUE) / log(10)
[1] –108.6195
> CHSH
[1] 2.074724
> CHSHopt
[1] 2.074882
Inputs
(binary)
Outputs
(binary)
Time
Distance (left to right) is so large that a signal travelling from one side to the other at the speed
of light takes longer than the time interval between input and output on each side
One “go = yes” trial has binary inputs and outputs; model as random variables A, B, X, Y
Image: figure 7 from J.S. Bell (1981), “Bertlmann’s socks and the nature of reality”
vaxjo2023rdg.pdf
The long box in the middle
vaxjo2023rdg.pdf
vaxjo2023rdg.pdf
vaxjo2023rdg.pdf
vaxjo2023rdg.pdf
• Suppose multinomial distribution, condition on 4 counts N(a, b)
• We expect p(x | a, b) does not depend on b, and p(y | a, b) does
not depend on a
• If so, 4 empirical “deviations from no-signalling” are noise (mean
= 0). That noise is generally correlated with the noise in the
CHSH statistic S
• Reduce noise in S by subtracting prediction of statistical error,
given statistical errors in no-signalling equalities: 2SLS with plug-
in estimates of variances and covariances
Reduce data to 16 counts N(a, b, x, y) ∧
Theory (Method 1)
∧
∧
• Estimate the 4 sets of 4 tetranomial probabilities p(x, y | a, b) by
maximum likelihood assuming no-signalling (four linear
constraints) (a) Assuming local realism (8 linear inequalities) and
(b) Without assuming local realism
• Test null hypothesis of local realism using Wilks’ log likelihood
ratio test
Theory (Method 2)
Reduce data to 16 counts N(a, b, x, y) ∧
• Use martingale test (“Bell game”)
• Suppose all p(a, b) = 0.25
• Compute N( = | 1, 1) + N( = | 1, 2) + N( = | 2, 1) + N( ≠ | 2, 2);
compare to Bin(N, 3/4)
Theory (Method 3)
Reduce data to 16 counts N(a, b, x, y)
• The 3 tests are asymptotically equivalent if their model
assumptions are satis
fi
ed and the probabilities p(x, y | a, b) have
the expected symmetries
Comparison of the 3 p-values
Theory
f g
g f
f g
g f
f g
g f
g f
f g
QIRIF (2019)
Déja vu?

More Related Content

PDF
vaxjo2023rdg.pdf
PDF
CLIM Program: Remote Sensing Workshop, Blocking Methods for Spatial Statistic...
PDF
Towards "evidence based physics"
PDF
Yet another statistical analysis of the data of the ‘loophole free’ experime...
PDF
Development of a test statistic for testing equality of two means under unequ...
PDF
liverpool_2024
PDF
vaxjo2023rdg.pdf
PPTX
optimizedBell.pptx
vaxjo2023rdg.pdf
CLIM Program: Remote Sensing Workshop, Blocking Methods for Spatial Statistic...
Towards "evidence based physics"
Yet another statistical analysis of the data of the ‘loophole free’ experime...
Development of a test statistic for testing equality of two means under unequ...
liverpool_2024
vaxjo2023rdg.pdf
optimizedBell.pptx

Similar to vaxjo2023rdg.pdf (20)

PPTX
Student’s t test
PDF
Intro Richard Gill
PDF
10 ch ken black solution
PDF
Metric Projections to Identify Critical Points in Electric Power Systems
PPTX
Teaching Population Genetics with R
PDF
Wereszczynski Molecular Dynamics
PPTX
Measures of Relative Standing and Boxplots
PDF
Ch2_p1.pdf
PDF
A non local linear dynamical system and violation of Bell’s inequality.
PPTX
Numerical and computational methods.pptx
PDF
This is presentation about quantum computing
PDF
Conception of a new Syndrome Block for BCH codes with hardware Implementation...
PDF
K505028085
PDF
T. Lucas Makinen x Imperial SBI Workshop
PDF
Clock Skew Compensation Algorithm Immune to Floating-Point Precision Loss
PDF
State estimation with shape variability and ROMS
PDF
The International Journal of Engineering and Science (The IJES)
PDF
Litvinenko, Uncertainty Quantification - an Overview
Student’s t test
Intro Richard Gill
10 ch ken black solution
Metric Projections to Identify Critical Points in Electric Power Systems
Teaching Population Genetics with R
Wereszczynski Molecular Dynamics
Measures of Relative Standing and Boxplots
Ch2_p1.pdf
A non local linear dynamical system and violation of Bell’s inequality.
Numerical and computational methods.pptx
This is presentation about quantum computing
Conception of a new Syndrome Block for BCH codes with hardware Implementation...
K505028085
T. Lucas Makinen x Imperial SBI Workshop
Clock Skew Compensation Algorithm Immune to Floating-Point Precision Loss
State estimation with shape variability and ROMS
The International Journal of Engineering and Science (The IJES)
Litvinenko, Uncertainty Quantification - an Overview

More from Richard Gill (20)

PDF
A tale of two Lucies: talk at the maths dept, Free University of Amsterdam
PDF
Lucia de Berk and Lucy Letby, a comparison focussing on statistics
PDF
Statistical issues in serial killer nurse cases
PDF
Richard's aventures in two entangled wonderlands
PDF
Richard's entangled aventures in wonderland
PDF
A tale of two Lucys - Delft lecture - March 4, 2024
PDF
A tale of two Lucies (long version)
PDF
A tale of two Lucies.pdf
PDF
A tale of two Lucy’s (as given)
PDF
A tale of two Lucy’s
PDF
Apeldoorn.pdf
PDF
LundTalk2.pdf
PDF
LundTalk.pdf
PDF
Breed, BOAS, CFR.pdf
PPTX
Bell mini conference RDG.pptx
PDF
herring_copenhagen.pdf
PDF
Nobel.pdf
PDF
Nobel.pdf
PDF
Schrödinger’s cat meets Occam’s razor
PPTX
optimizedBell.pptx
A tale of two Lucies: talk at the maths dept, Free University of Amsterdam
Lucia de Berk and Lucy Letby, a comparison focussing on statistics
Statistical issues in serial killer nurse cases
Richard's aventures in two entangled wonderlands
Richard's entangled aventures in wonderland
A tale of two Lucys - Delft lecture - March 4, 2024
A tale of two Lucies (long version)
A tale of two Lucies.pdf
A tale of two Lucy’s (as given)
A tale of two Lucy’s
Apeldoorn.pdf
LundTalk2.pdf
LundTalk.pdf
Breed, BOAS, CFR.pdf
Bell mini conference RDG.pptx
herring_copenhagen.pdf
Nobel.pdf
Nobel.pdf
Schrödinger’s cat meets Occam’s razor
optimizedBell.pptx

Recently uploaded (20)

PDF
The scientific heritage No 166 (166) (2025)
PDF
HPLC-PPT.docx high performance liquid chromatography
PPTX
2. Earth - The Living Planet Module 2ELS
PPTX
Pharmacology of Autonomic nervous system
PDF
VARICELLA VACCINATION: A POTENTIAL STRATEGY FOR PREVENTING MULTIPLE SCLEROSIS
PPTX
ognitive-behavioral therapy, mindfulness-based approaches, coping skills trai...
PDF
. Radiology Case Scenariosssssssssssssss
PDF
Unveiling a 36 billion solar mass black hole at the centre of the Cosmic Hors...
PPTX
EPIDURAL ANESTHESIA ANATOMY AND PHYSIOLOGY.pptx
PDF
ELS_Q1_Module-11_Formation-of-Rock-Layers_v2.pdf
PDF
CHAPTER 3 Cell Structures and Their Functions Lecture Outline.pdf
PPT
POSITIONING IN OPERATION THEATRE ROOM.ppt
PPTX
Microbiology with diagram medical studies .pptx
PDF
Mastering Bioreactors and Media Sterilization: A Complete Guide to Sterile Fe...
PPTX
Taita Taveta Laboratory Technician Workshop Presentation.pptx
PDF
An interstellar mission to test astrophysical black holes
PPTX
2Systematics of Living Organisms t-.pptx
PDF
Assessment of environmental effects of quarrying in Kitengela subcountyof Kaj...
DOCX
Q1_LE_Mathematics 8_Lesson 5_Week 5.docx
PDF
SEHH2274 Organic Chemistry Notes 1 Structure and Bonding.pdf
The scientific heritage No 166 (166) (2025)
HPLC-PPT.docx high performance liquid chromatography
2. Earth - The Living Planet Module 2ELS
Pharmacology of Autonomic nervous system
VARICELLA VACCINATION: A POTENTIAL STRATEGY FOR PREVENTING MULTIPLE SCLEROSIS
ognitive-behavioral therapy, mindfulness-based approaches, coping skills trai...
. Radiology Case Scenariosssssssssssssss
Unveiling a 36 billion solar mass black hole at the centre of the Cosmic Hors...
EPIDURAL ANESTHESIA ANATOMY AND PHYSIOLOGY.pptx
ELS_Q1_Module-11_Formation-of-Rock-Layers_v2.pdf
CHAPTER 3 Cell Structures and Their Functions Lecture Outline.pdf
POSITIONING IN OPERATION THEATRE ROOM.ppt
Microbiology with diagram medical studies .pptx
Mastering Bioreactors and Media Sterilization: A Complete Guide to Sterile Fe...
Taita Taveta Laboratory Technician Workshop Presentation.pptx
An interstellar mission to test astrophysical black holes
2Systematics of Living Organisms t-.pptx
Assessment of environmental effects of quarrying in Kitengela subcountyof Kaj...
Q1_LE_Mathematics 8_Lesson 5_Week 5.docx
SEHH2274 Organic Chemistry Notes 1 Structure and Bonding.pdf

vaxjo2023rdg.pdf

  • 1. Richard D. Gill (Leiden University), 13 June 2023, QIP Växjö Statistical analysis of the recent Bell experiments “If your experiment needs statistics, you ought to have done a better experiment”
  • 2. • RD Gill, Optimal Statistical Analyses of Bell Experiments, AppliedMath 2023, 3(2), 446-460; https://doi.org/10.3390/ appliedmath3020023 • Storz, S., Schär, J., Kulikov, A. et al. Loophole-free Bell inequality violation with superconducting circuits. Nature 617, 265–270 (2023). https://doi.org/10.1038/s41586-023-05885-0 • Giustina M. Superconducting qubits cover new distances. Nature 617 (7960), 254-256. https://doi.org/10.1038/d41586-023-01488-x • I have promised Marian Kupczynski not to talk about: RD Gill & JP Lambare, Kupczynski’s Contextual Locally Causal Probabilistic Models Are Constrained by Bell’s Theorem, Quantum Reports 2023; https://arxiv.org/abs/2208.09930 Storz et. al. – ETH Zürich – Nature 617, 265–270 (2023) Loophole-free Bell inequality violation with superconducting circuits
  • 3. Richard D. Gill, 13 June 2023 On: “Loophole–free Bell inequality violation with superconducting circuits”
  • 4. Loophole-freeBellinequalityviolationwith superconductingcircuits Simon Storz1✉,Josua Schär1 ,Anatoly Kulikov1 ,Paul Magnard1,10 ,Philipp Kurpiers1,11 , Janis Lütolf1 ,Theo Walter1 ,Adrian Copetudo1,12 ,Kevin Reuer1 ,Abdulkadir Akin1 , Jean-Claude Besse1 ,Mihai Gabureac1 ,Graham J. Norris1 ,Andrés Rosario1 ,Ferran Martin2 , José Martinez2 ,Waldimar Amaya2 ,Morgan W. Mitchell3,4 ,Carlos Abellan2 ,Jean-Daniel Bancal5 , Nicolas Sangouard5 ,Baptiste Royer6,7 ,Alexandre Blais7,8 &Andreas Wallraff1,9✉ Superposition,entanglementandnon-localityconstitutefundamentalfeaturesof quantumphysics.Thefactthatquantumphysicsdoesnotfollowtheprincipleoflocal causality1–3 canbeexperimentallydemonstratedinBelltests4 performedonpairsof spatiallyseparated,entangledquantumsystems.AlthoughBelltests,whicharewidely regardedasalitmustestofquantumphysics,havebeenexploredusingabroadrange ofquantumsystemsoverthepast50years,onlyrelativelyrecentlyhaveexperiments freeofso-calledloopholes5 succeeded.Suchexperimentshavebeenperformedwith spinsinnitrogen–vacancycentres6 ,opticalphotons7–9 andneutralatoms10 .Herewe demonstratealoophole-freeviolationofBell’sinequalitywithsuperconducting circuits,whichareaprimecontenderforrealizingquantumcomputingtechnology11 . ToevaluateaClauser–Horne–Shimony–Holt-typeBellinequality4 ,wedeterministically entangleapairofqubits12 andperformfastandhigh-fidelitymeasurements13 along randomlychosenbasesonthequbitsconnectedthroughacryogeniclink14 spanning adistanceof30 metres.Evaluatingmorethan1 millionexperimentaltrials,wefindan averageSvalueof2.0747 ± 0.0033,violatingBell’sinequalitywithaPvaluesmallerthan 10−108 .Ourworkdemonstratesthatnon-localityisaviablenewresourceinquantum informationtechnologyrealizedwithsuperconductingcircuitswithpotential applicationsinquantumcommunication,quantumcomputingandfundamental physics15 . Oneoftheastoundingfeaturesofquantumphysicsisthatitcontradicts ourcommonintuitiveunderstandingofnaturefollowingtheprinciple oflocalcausality1 .Thisconceptderivesfromtheexpectationthatthe causes of an event are to be found in its neighbourhood (see Supple- mentaryInformationsectionIforadiscussion).In1964,JohnStewart Bellproposedanexperiment,nowknownasaBelltest,toempirically demonstratethattheoriessatisfyingtheprincipleoflocalcausalitydo notdescribethepropertiesofapairofentangledquantumsystems2,3 . cannotdependoninformationavailableatthelocationofpartyBand vice versa, and measurement independence, the idea that the choice between the two possible measurements is statistically independent from any hidden variables. AdecadeafterBell’sproposal,thefirstpioneeringexperimentalBell tests were successful16,17 . However, these early experiments relied on additionalassumptions18 ,creatingloopholesintheconclusionsdrawn fromtheexperiments.Inthefollowingdecades,experimentsrelyingon https://doi.org/10.1038/s41586-023-05885-0 Received: 22 August 2022 Accepted: 24 February 2023 Published online: 10 May 2023 Open access Check for updates Nature | Vol 617 | 11 May 2023 | 265 ToevaluateaClauser–Horne–Shimony–Holt-typeBellinequality4 ,wedeterministically entangleapairofqubits12 andperformfastandhigh-fidelitymeasurements13 along randomlychosenbasesonthequbitsconnectedthroughacryogeniclink14 spanning adistanceof30 metres.Evaluatingmorethan1 millionexperimentaltrials,wefindan averageSvalueof2.0747 ± 0.0033,violatingBell’sinequalitywithaPvaluesmallerthan 10−108 .Ourworkdemonstratesthatnon-localityisaviablenewresourceinquantum informationtechnologyrealizedwithsuperconductingcircuitswithpotential applicationsinquantumcommunication,quantumcomputingandfundamental physics15 . Oneoftheastoundingfeaturesofquantumphysicsisthatitcontradicts ourcommonintuitiveunderstandingofnaturefollowingtheprinciple oflocalcausality1 .Thisconceptderivesfromtheexpectationthatthe causes of an event are to be found in its neighbourhood (see Supple- mentaryInformationsectionIforadiscussion).In1964,JohnStewart Bellproposedanexperiment,nowknownasaBelltest,toempirically demonstratethattheoriessatisfyingtheprincipleoflocalcausalitydo notdescribethepropertiesofapairofentangledquantumsystems2,3 . In a Bell test4 , two distinct parties A and B each hold one part of an entangledquantumsystem,forexample,oneoftwoqubits.Eachparty then chooses one of two possible measurements to perform on their qubit, and records the binary measurement outcome. The parties repeat the process many times to accumulate statistics, and evaluate aBellinequality2,4 usingthemeasurementchoicesandrecordedresults. Systems governed by local hidden variable models are expected to obey the inequality whereas quantum systems can violate it. The two underlyingassumptionsinthederivationofBell’sinequalityarelocality, theconceptthatthemeasurementoutcomeatthelocationofpartyA cannotdependoninformationavailableatthelocationofpartyBand vice versa, and measurement independence, the idea that the choice between the two possible measurements is statistically independent from any hidden variables. AdecadeafterBell’sproposal,thefirstpioneeringexperimentalBell tests were successful16,17 . However, these early experiments relied on additionalassumptions18 ,creatingloopholesintheconclusionsdrawn fromtheexperiments.Inthefollowingdecades,experimentsrelyingon fewerandfewerassumptionswereperformed19–21 ,untilloophole-free Bell inequality violations, which close all major loopholes simultane- ously,weredemonstratedin2015andthefollowingyears6–10 ;seeref.22 for a discussion. Inthedevelopmentofquantuminformationscience,itbecameclear that Bell tests relying on a minimum number of assumptions are not only of interest for testing fundamental physics but also serve as a key resource in quantum information processing protocols. Observ- ing a violation of Bell’s inequality indicates that the system possesses non-classical correlations, and asserts that the potentially unknown 1 Department of Physics, ETH Zurich, Zurich, Switzerland. 2 Quside Technologies S.L., Castelldefels, Spain. 3 ICFO - Institut de Ciencies Fotoniques, The Barcelona Institute of Science and Technology, Castelldefels (Barcelona), Spain. 4 ICREA - Institució Catalana de Recerca i Estudis Avançats, Barcelona, Spain. 5 Institute of Theoretical Physics, University of Paris-Saclay, CEA, CNRS, Gif-sur-Yvette, France. 6 Department of Physics, Yale University, New Haven, CT, USA. 7 Institut quantique and Départment de Physique, Université de Sherbrooke, Sherbrooke, Québec, Canada. 8 Canadian Institute for Advanced Research, Toronto, Ontario, Canada. 9 Quantum Center, ETH Zurich, Zurich, Switzerland. 10 Present address: Alice and Bob, Paris, France. 11 Present address: Rohde and Schwarz, Munich, Germany. 12 Present address: Centre for Quantum Technologies, National University of Singapore, Singapore, Singapore. ✉e-mail: simon.storz@phys.ethz.ch; andreas.wallraff@phys.ethz.ch
  • 5. • Evaluating more than 1 million experimental trials, we fi nd an average S value of 2.0747 ± 0.0033, violating Bell’s inequality with a p–value smaller than 10–108 • For the fi nal Bell test with an optimal angle θ (see main text), we performed n = 220 Bell trials and obtained c = 796228 wins in the Bell game. With these values we fi nd p ≤ 10–108 Notice how close they are … Two log10 p–values > pnorm(747/33, lower.tail = FALSE, log.p = TRUE) / log(10) [1] –113.0221 > pbinom(796228 – 1, 2^20, lower.tail = FALSE, prob = 3/4, + log.p = TRUE) / log(10) [1] –108.6195 2^20 = 1,048,576
  • 6. Counts Na,b,x,y x = +1 y = +1 x = +1 y = -1 x = -1 y = +1 x = -1 y = -1 a = 0, b = 0 100,529 31,780 29,926 99,965 a = 0, b = 1 30,638 101,342 96,592 33,131 a = 1, b = 0 94,661 30,018 35,565 102,060 a = 1, b = 1 96,291 29,186 32,104 104,788 ABLE SV. Raw counts of the individual occurrences for al Bell test for fixed o↵set angle ✓ = ⇡/4 with the m tistics (220 trials), presented in the main text. e correlators 10 3 3 10 3 10 10 3 10 3 3 10 10 3 3 10 In ten thousands, rounded
  • 7. 10 3 3 10 10 3 3 10 10 3 3 10 3 10 10 3 Three correlations equal to 14 / 26 = 1 / 2 + 1 / 26 = 0.54 One equal to –14 / 26 = –0.54 S = 4 * 14 / 26 = 2 + 4 / 26 = 2 + 2 / 13 = 2.15 J = (S – 2) / 4 = 1 / 26 = 0.038 Probability of winning Bell game = 20 / 26 = 10 / 13 = 0.77 > 0.75 The random setting generators seems perfect > ABdsn <- + c(sum(table11), sum(table12), sum(table21), sum(table22)) > ABdsn [1] 262304 262369 262200 261703 > N <- sum(ABdsn) > N [1] 1048576 > expected <- N * c(1, 1, 1, 1) / 4 > expected [1] 262144 262144 262144 262144 > chisquare <- sum( (ABdsn - expected)^2 / expected) > chisquare [1] 1.044624 > pchisq(1, 3, lower.tail = TRUE) [1] 0.198748
  • 8. a = 0, b = 0 a = 0, b = 1 a = 1, b = 0 a = 1, b = 1 x = +1, y = +1 100529 30638 94661 96291 x = +1, y = –1 31780 101342 30018 29186 x = –1, y = +1 29926 96592 35565 32104 x = –1, y = –1 99965 33131 102060 104788 Zürich, transposed a’ = 0, b = 0 a’ = 0, b = 1 a’ = 1, b = 0 a’ = 1, b = 1 x = +1, y = +1 94661 96291 100529 30638 x = +1, y = –1 30018 29186 31780 101342 x = –1, y = +1 35565 32104 29926 96592 x = –1, y = –1 102060 104788 99965 33131 Zürich, transposed & Alice’s setting fl ipped
  • 9. > pnorm((CHSHopt – 2)/ sqrt(varCHSHopt), lower.tail = FALSE) [1] 7.727839e–112 > pchisq(2 * (– optim(ThetaOpt, negloglik)$value + optim(ThetaOptL[1:7], + negloglikL)$value), 1, lower.tail = FALSE) / 2 [1] 5.668974e–110 > pbinom(796228 – 1, 2^20, lower.tail = FALSE, prob = 3/4, + log.p = TRUE) / log(10) [1] –108.6195 > CHSH [1] 2.074724 > CHSHopt [1] 2.074882
  • 10. Inputs (binary) Outputs (binary) Time Distance (left to right) is so large that a signal travelling from one side to the other at the speed of light takes longer than the time interval between input and output on each side One “go = yes” trial has binary inputs and outputs; model as random variables A, B, X, Y Image: figure 7 from J.S. Bell (1981), “Bertlmann’s socks and the nature of reality”
  • 12. The long box in the middle
  • 17. • Suppose multinomial distribution, condition on 4 counts N(a, b) • We expect p(x | a, b) does not depend on b, and p(y | a, b) does not depend on a • If so, 4 empirical “deviations from no-signalling” are noise (mean = 0). That noise is generally correlated with the noise in the CHSH statistic S • Reduce noise in S by subtracting prediction of statistical error, given statistical errors in no-signalling equalities: 2SLS with plug- in estimates of variances and covariances Reduce data to 16 counts N(a, b, x, y) ∧ Theory (Method 1) ∧ ∧
  • 18. • Estimate the 4 sets of 4 tetranomial probabilities p(x, y | a, b) by maximum likelihood assuming no-signalling (four linear constraints) (a) Assuming local realism (8 linear inequalities) and (b) Without assuming local realism • Test null hypothesis of local realism using Wilks’ log likelihood ratio test Theory (Method 2) Reduce data to 16 counts N(a, b, x, y) ∧
  • 19. • Use martingale test (“Bell game”) • Suppose all p(a, b) = 0.25 • Compute N( = | 1, 1) + N( = | 1, 2) + N( = | 2, 1) + N( ≠ | 2, 2); compare to Bin(N, 3/4) Theory (Method 3) Reduce data to 16 counts N(a, b, x, y)
  • 20. • The 3 tests are asymptotically equivalent if their model assumptions are satis fi ed and the probabilities p(x, y | a, b) have the expected symmetries Comparison of the 3 p-values Theory f g g f f g g f f g g f g f f g