numerical studies of the abjm theory for arbitrary n at arbitrary coupling constant

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Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant Masazumi Honda SOKENDAI & KEK In collaboration with Masanori Hanada (KEK), Yoshinori Honma (SOKENDAI & KEK), Jun Nishimura (SOKENDAI & KEK), Shotaro Shiba (KEK) & Yutaka Yoshida (KEK) Reference: JHEP 0312 164(2012) (arXiv:1202.5300 名名名名名名名名名名名 名名 名名 名 名 2012423

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Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant. Masazumi Honda. SOKENDAI & KEK . Reference: JHEP 0312 164(2012) (arXiv:1202.5300 [ hep-th ]). In collaboration with Masanori Hanada (KEK), Yoshinori Honma (SOKENDAI & KEK), - PowerPoint PPT Presentation

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Page 1: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Numerical studies of the ABJM theoryfor arbitrary N at arbitrary coupling constant

Masazumi HondaSOKENDAI & KEK

In collaboration with Masanori Hanada (KEK), Yoshinori Honma (SOKENDAI & KEK),Jun Nishimura (SOKENDAI & KEK), Shotaro Shiba (KEK) &Yutaka Yoshida (KEK)

Reference: JHEP 0312 164(2012) (arXiv:1202.5300 [hep-th])

名古屋大弦理論セミナー 2012年4月23日

Page 2: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

IntroductionF

(free energy)

N3/2Surprisingly,

we can realize this result even by our laptop

Page 3: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

AdS4/CFT3

Numerical simulation of U(N)×U(N) ABJM on S3

Motivation : ( k: Chern-Simons level )

[Aharony-Bergman-Jafferis-Maldacena ’08]

ABJM theory

   relatively easy

relatively hard

( Intermediate )Extremely difficult !Key for a relation between string and M-theory?

Investigate the whole region by numerical simulation!

Page 4: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

This talk is about…

4

Monte Carlo calculation of the Free energy in U(N)×U(N) ABJM theory on S3 ( with keeping all symmetry )

・ Test all known analytical results

・ Relation between the known results and our simulation result

Page 5: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Developments on ABJM Free energy・ June 2008 : ABJM was born.

[Drukker-Marino-Putrov]

[Herzog-Klebanov-Pufu-Tesileanu]

Agrees with SUGRA’s result!!

Formally same( ※ λ=N/k)

・ July 2010 : Planar limit for strong coupling

・ November 2010: Calculation for k=fixed, N→∞

[Cf. Cagnazzo-Sorokin-Wulff ’09]

[Aharony-Bergman-Jafferis-Maldacena]

~ string wrapped on CP1 CP⊂ 3 = worldsheet instanton ?

※CP 3 has nontrivial 2-cycle

Page 6: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

( Cont’d ) Development on ABJM free energy・ June 2011 : Summing up all genus around planar limit for strong λ

[Okuyama]

[Marino-Putrov]

[Fuji-Hirano-Moriyama]

where

・ October 2011 : Calculation for k<<1, k<<N

・ October 2011 : Exact calculation for N=2 Formally same

Correction to Airy function→How about for large k??・ February 2012 : Numerical simulation in the whole region(=this talk )

At least up to instanton effect, for all k,

Free energy is a smooth function of k !![ Hanada-M.H.-Honma-Nishimura-Shiba-Yoshida]

Page 7: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Contents

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1. Introduction & Motivation2. How to put ABJM on a computer3. Result4. Interpretation5. Summary & Outlook

Page 8: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

How do we ABJM on a computer?

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Action :~ Approach by the orthodox method ( =Lattice )~

・ It is not easy to construct CS term on a lattice・ It is generally difficult to treat SUSY on a lattice

Difficulties in “formulation”

Practical difficulties ・∃ Many fermionic degrees of freedom → Heavy computational costs・ CS term = purely imaginary → sign problem

[Cf. Bietenholz-Nishimura ’00]

[Cf. Giedt ’09]

hopeless…

Page 9: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

(Cont’d)How do we put ABJM on a computer?

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We can apply the localization method for the ABJM partition function

Lattice approach is hopeless…

Page 10: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Localization method[Cf. Pestun ’08]Original partition function:

where

1 parameter deformation:

Consider t-derivative:

Assuming Q is unbroken

We can use saddle point method!!

Page 11: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

(Cont’d) Localization method

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Consider fluctuation around saddle points:

where

Page 12: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Localization of ABJM theory[Kapustin-Willet-Yaakov ’09]

Page 13: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

(Cont’d) Localization of ABJM theory

Saddle point:

Matter 1-loop

Gauge 1-loop

CS term

Page 14: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

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After applying the localization method,

Sign problem

(Cont’d)How do we put ABJM on a computer?

the partition function becomes just 2N-dimentional integration:

Further simplification occurs!!

Page 15: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Simplification of ABJM matrix model

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[Kapustin-Willett-Yaakov ’10, Okuyama ‘11, Marino-Putrov ‘11]

Cauchy identity:

Fourier trans.:

Page 16: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

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(Cont’d) Simplification of ABJM matrix model

Gaussian integration

Fourier trans.:

Cauchy id.:

Page 17: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Short summary

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Cauchy identity, Fourier trans. & Gauss integration

Complex≠probability

Lattice approach is hopeless… ( SUSY, sign problem, etc)∵Localization method

Easy to perform simulation even by our laptop

Page 18: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

How to calculate the free energyProblem: Monte Carlo can calculate only expectation value

We regard the partition function as an expectation value under another ensemble:

VEV under the action:Note:

Page 19: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Contents

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1. Introduction & Motivation2. How to put ABJM on a computer3. Result4. Interpretation5. Summary & Outlook

Page 20: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Warming up: Free energy for N=2[ Okuyama ’11]

for odd k

for even k

k

F(free energy)

( CS level )

There is the exact result for N=2:

Complete agreement with the exact result !!

Page 21: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Result for Planar limit [Drukker-Marino-Putrov ’10]

・ Weak couling :・ Strong coupling :

Weak coupling

Strong coupling

strong weak strong weak

Different from worldsheet instanton behavior

Worldsheet instanton

Page 22: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

3/2 power low in 11d SUGRA limit

F

N3/2

11d classical SUGRA:

1/N

F/N3/2

[Drukker-Marino-Putrov ‘10, Herzog-Klebanov-Pufu-Tesileanu ‘10]

Page 23: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

(Cont’d) 3/2 power low in 11d SUGRA limit

11d classical SUGRA:

Perfect agreement !!

Page 24: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Comparison with Fuji-Hirano-Moriyama

strong weak

Weak coupling

FHM

Almost agrees with FHM for strong coupling→more precise comparison by taking difference

Ex.) For N=4

Almost agrees with FHM for strong coupling→more precise comparison by taking difference

Discrepancy independent of N and dependent on k→different from instanton bahavior ( ~ exp dumped)

[Fuji-Hirano-Moriyama ’11]

Page 25: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Contents

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1. Introduction & Motivation2. How to put ABJM on a computer3. Result4. Interpretation5. Summary & Outlook

Page 26: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Fermi gas approach[Marino-Putrov ’11]

Cauchy id.:

where

Our result says that this remains even for large k??

Regard as a Fermi gas system

Result:

Page 27: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Origin of Discrepancy for the Planar limit (without MC)

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[Marino-Putrov ‘10]

Analytic continuation:

Lens space L(2,1)=S3/Z2 matrix model:[Cf. Yost ’91, Dijkgraaf-Vafa ‘03]

Genus expansion:

Page 28: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

(Cont’d))Origin of Discrepancy for the Planar limit (without MC)[Drukker-Marino-Putrov ‘10]

The “derivative” of planar free energy is exactly found as

By using asymptotic behavior,

We impose the boundary condition: Cf.

Necessary for satisfying b.c. , taken as 0 for previous works

Page 29: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Origin of discrepancy for all genus

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This is explained by ``constant map’’ contribution in language of topological string:

Discrepancy is fitted by

Divergent, but Borel summable:

[ Bershadsky-Cecotti-Ooguri-Vafa ’93, Faber-Pandharipande ’98, Marino-Pasquwtti-Putrov ’09 ]

Page 30: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Comparison with discrepancy and Fermi gas

Fermi Gas

genus 2

Divergent, but Borel summable:

Borel sum of Constant map realizesFermi Gas ( small k ) result !!→Can we understand the relation analytically?

Page 31: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Fermi Gas from Constant map

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Borel

Expand around k=0

  Agrees with Fermi Gas result !

Constant map contribution :

True for all k?

All order form ?

→Fermi Gas result is asymptotic series around k=0

Page 32: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Contents

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1. Introduction & Motivation2. How to put ABJM on a computer3. Result4. Interpretation5. Summary & Outlook

Page 33: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Summary

・ The free energy for whole region up to instanton effect :

~ instanton effect

・ Predict all order form of Fermi Gas result :where

・ Discrepancy from Fuji-Hirano-Moriyama not originated by instantons  is explained by constant map contribution

・ Although summing up all genus constant map is asymptotic series, it is Borel summable.

Monte Carlo calculation of the Free energy in U(N)×U(N) ABJM theory on S3 ( with keeping all symmetry )

Page 34: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Problem

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・ What is a physical meaning of constant map contribution?

- In Fermi gas description, this is total energy of membrane instanton[ Becker-Becker-Strominger ‘95]

- Why is ABJM related to the topological string theory?

・ Mismatch between renormalization of ‘t Hooft coupling and AdS radius[ Bergmanr-Hirano ’09]

・ If there is also constant map contribution on the gravity side, there are α’-corrections at every order of genus

[ Kallosh-Rajaraman ’98]- Does it contradict with the proof for non-α’-correction? - Is constant map origin of free energy on the gravity side??

Page 35: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Outlook

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Monte Carlo method is very useful to analyze unsolved matrix models.In particular, there are many interesting problemsfor matrix models obtained by the localization method.Example(3d):・ Other observables Ex.) BPS Wilson loop・ Other gauge group ・ On other manifolds Ex.) Lens space・ Other theory Ex.) ABJ theory ・ Nontrivial test of 3d duality・ Nontrivial test of F-theorem for finite N

[ Hanada-M.H.-Honma-Nishimura-Shiba-Yoshida, work in progress]

Example(4d):・

[ M.H.-Imamura-Yokoyama, work in progress]

[ Azeyanagi-Hanada-M.H.-Shiba, work in progress]

Example(5d):・

[ M.H.-Honma-Yoshida, work in progress]

Page 36: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

完36

Page 37: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Appendix

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Page 38: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

“Direct” Monte Carlo method(≠Ours)

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Ex.) The area of the circle with the radius 1/2

① Distribute random numbers many times

② Count the number of points which satisfy

③ Estimate the ratio

.. ..

... .

.. . .

..

.

..

..

. .. . .

..

. .

..

..

..

...

.. .

.

.. .

..

.. .

..

..

....

.

.

..

..

.

.

. ..

..

..

Note: This method is available only for integral over compact region

Page 39: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

“Markov chain” Monte Carlo (=Ours)

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Ex.) Gaussian ensemble (by heat bath algorithm)

① Generate random configurations with Gaussian weight many times

② Measure observable and take its average

We can generate the following Markov chain from the uniform random numbers:

Page 40: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Essence of Markov chain Monte Carlo

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Consider the following Markov process:

“sweep”

Under some conditions,

“thermalization”

transition prob. monotonically converges to an equilibrium prob.

We need an algorithm which generates

“Hybrid Monte Carlo algorithm” is useful !!

Page 41: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Hybrid Monte Carlo algorithm[ Duane-Kennedy-Pendleton-Roweth ’87]

(Detail is omitted. Please refer to appendix later.)

① Take an initial condition freely② Generate the momentum with Gaussian weight

Regard as the “conjugate momentum”

③ Solve “Molecular dynamics”

④ Metropolis test

accepted

“Hamiltonian”:

accepted with prob.

rejected with prob.

[ Cf. Rothe, Aoki’s textbook]

Page 42: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Note on Statistical Error

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If all configurations were independent of each other,

Average:

However,

all configurations are correlated with each other generally.

Error analysis including such a correlation = “Jackknife method”

(file: jack_ABJMf.f , I omit the explanataion. )

Page 43: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Taking planar limit

Page 44: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

N=8

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Page 45: Numerical studies of the ABJM theory for arbitrary N at arbitrary coupling constant

Higher genus

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