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From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics, YITP, Kyoto U) 1609.04645v2 [hep-th] w/ Tadashi Takayanagi (YITP + Kavli IPMU) Masamichi Miyaji (YITP) Seminar @ Osaka U 2016/11/15
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Page 1: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

From Path Integral to Tensor Networks

for AdS/CFT

Kento Watanabe

(Center for Gravitational Physics, YITP, Kyoto U)

1609.04645v2 [hep-th] w/ Tadashi Takayanagi (YITP + Kavli IPMU)

Masamichi Miyaji (YITP)

Seminar @ Osaka U 2016/11/15

Page 2: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Toward Better Understanding

about Tensor Networks

as a Toy Model for AdS/CFT

“It” From “Qubit”

Page 3: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Holography, Spacetime & Entanglement

Quantum Many-body System (Gauge)

Holographic Principle or AdS/CFT argues:

Gravity(String)

A “Geometrization” of Quamtum States

[t’Hooft 93,Susskind 94] [Maldacena 99]

Symmetry, Partition Function, States, Operators…

“Entanglement”“Geometry(Spacetime)”

Futhermore, it suggests :

[Ryu-Takayanagi 06]

[van Raamsdonk 09,10]

[Maldacena-Susskind 13]

onon

Page 4: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

AdS/MERA ( Tensor Networks ) Correspondence

Quantum States

MERA: An efficient variational ansatz for CFT ground states

MERA (Tensor Networks)

[Swingle 09]

[Vidal 05]

“Geometry(Spacetime)”

If naively combine these 2 correspondences….

Another “Geometrization” of Quamtum States

MERA (Tensor Networks)

Emergent

Hyperbolic Space??

(= a time slice of AdS)

Quantum Error Correction

Bulk Operator Reconstruction

Scrambling, Complexity,…BH &

&

As you (may) have seen

in Beni Yoshida’s lectures,

Page 5: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Surface/State Correspondence

If we assume AdS/MERA(TN),

Closed & Homologically Trivial

Quantum States

[Miyaji-Takayanagi 15]

Co-dim 2 Convex Space-like Surfaces

Pure

MixedOpen or Homologically Non-Trivial

Generalized Holography even for spacetimes without boundaries(e.g. Flat, dS, …)

Page 6: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Some Issues of AdS/MERA

Locality of the bulk AdS ?

(Special) Conformal invariance is not clear?

Why the EE bound is saturated ?

RG causal structure in MERA? dS instead of AdS ?

MERA is local only at AdS radius scale

Lattice artifact ?

(a)

(b)

(c)

(d)

[see e.g. Beny 11, Bao et.al. 15, Czech et.al. 15]

Kinematical SpaceIntegral

trf. AdS

dS

dS slice? Or hyperbolic slice?

(not Planck scale)

(Perfect TNs, Random TNs resolve some issues. But they do not give CFT vacuum…)

Page 7: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

AdS/cMERA (cTN) from 2 Different Viewpoints

- A Time Slice of AdS3 from an “Optimization” of

- cTN formulation in CFT2 & Hyperbolic Slice of AdS3

Some Other Arguments

- Sub-AdSScale Bulk Locality for Holographic CFTs

- Bulk Locally Excited States in cTN & Perfect Tensors

Euclidean Path-Integral

Some More about Tensor Networks (MERA)

Contents [Miyaji-Takayanagi-KW 16] 1609.04645v2 [hep-th]

in CFT2

Page 8: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Some More about Tensor Networks (MERA)

Page 9: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Tensor Network Descriptions of Quantum States

Optimization of the Energywith

Ex: MPS (Matrix Product States)

good for gapped systems

Efficient variational ansatz for ground state wave functions :

Tensor Networks

A “Geometrization” of Quamtum States

( respect the correct Quantum Entanglement )

[DMRG: White 92,…,

Rommer-Ostlund 95,… ]

Page 10: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

MERA Network

- Isometry

MERA (Multi-scale Entanglement Renormalization Ansatz) network

- 2 kinds of Tensors :

For CFT ground states, a good TN is ….

- (Dis-) Entangler

Coarse-graining

IR (Less Entangled)

UV (More Entangled)

Add (Remove) Entanglement

- Layer by layer RG transformation

Lattice scale changes exponentially

Entanglement Renormalization

[Vidal 05, 06]

Page 11: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

MERA, Hyperbolic Space and Holographic EE

: size of

steps (a time slice of )

Hyperbolic space

Holographic EE saturates this bound

Entanglement Renormalization

Page 12: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Efficient Manipulation & “Causal Cone”

Tensors relevant to

“Causal Cone” forassociates the “causal structure” with[Beny 11], [Czech et.al. 15], ….cf )

(“Kinematic Space” of )

“Past”

“Future”

Ex)

Page 13: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Efficient Manipulation for Reduced Density Matrix

Links crossing the bdy of

relate to (minimally)

Holographic EE saturates this bound

steps

Outside of the “causal cone” for

Inside of the “causal cone” for

The tensors in this region only affect to

Similarly,Correlation functions can be reproduced

Page 14: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

MERA for Thermo-Field Double State

2-sided AdS-Schwarzschild BHdual

[Matsueda-Ishihara-Hashizume 12]

[Maldacena 01]

[Hartman-Maldacena 13]

[Hosur-Qi-Roberts-Yoshida 15]

The Perfect Tensor Model

Flat Tiling of Unitary Tensors

BH Interior ?

Page 15: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Tensor Network Renormalization Yields MERA [Evenbly-Vidal 14, 15]

MERA

(+ IR bdy effect)

1D Quantum system

Euclidean path-integral Statistical partition function

2D Classical system

UV bdy

The Tensor Network Description:

Tensor Network Renormalization

1 step of Repeat the step

(Refining & Coarse-graining tensors)

Page 16: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

“Continuous” MERA (cMERA)

We can describe a “continuum limit of MERA”

- State at scale (Dis-)Entangler

- IR state

Coarse-graining

(Space-like rescaling)

No real space entanglement

for any

Dilatation

(Relativistic rescaling)

Associated with the RG property of MERA,

UV

IR

[Canonical Choice]

[Miyaji-Ryu-Takayanagi-Wen 14]

[Haegeman-Osborne-Verschelde-Verstraete 11]

This is Identified with Conformal Boundary State

Page 17: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

AdS/cMERA (cTN) from 2 Different Viewpoints

- A Time Slice of AdS3 from

- cTN formulation in CFT2 & Hyperbolic Slice of AdS3

an “Optimization” of Euclidean Path-Integral in CFT2

Another efficient description of states (wave functions)

[Miyaji-Takayanagi-KW 16] 1609.04645v2 [hep-th]

Page 18: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Euclidean Path-Integral for Ground State

CFT2 on

EOM & regular at

Free Scalar

At fixed ,only modes with

contribute in the -integral

: UV cutoff

Page 19: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Introduce a length scale dependent wave function

Scale Dependent Wave Function with Cutoff Function

with a cutoff function

Simply set

for

Rescaled

at

The Effective Wave Function at the length scale

under a real space RG flow

Reproduce

by retakingthe cutoff function

Page 20: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Improve Cutoff Function in Non-Local Way

We can improve this procedure by taking into account contributions

Suppressing factor for

Ex)

High momentum modes

Non-local

Reproduce

(Dirichlet bdy state)

(Previous: Neumann one)

For Symmetric Orbifold CFTs, (Large-c, Holographic?)

More Layers are expected:

Local Non- Local Non- Local

Non- Physical Physical

from high momentum modes in a non-local way

Page 21: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Interpretation : Optimization of Euclidean Path-Integral

We can interpret this procedure to construct

Optimize

as an “optimization” of the Euclidean path-integral

with the cutoff function

(cf: Tensor Network RG)

the vacuum wave function

-dependent cutoff scale

Page 22: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

(a time slice of )

Interpretation : Optimization of Euclidean Path-Integral

This interpretation associates

Hyperbolic space

with the cutoff function

Efficient # of sites decays exponentiallyin

the Euclidean path-integral

Size of UV cutoff grows linearly

invariance of the vacuum state

Area measured by the metric # of sites

Hyperbolic space with

Page 23: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

( )

Some Other Backgrounds

TFD state

Finte T

(2-sided BH)

Mass Gapped Removed

Primary StateFine-grained again near the operator

bdy1

bdy2

Primary op

Confined

broken

not straightforward

Qualitatively,

For deconfined states

Large # of d.o.f. needed even at

Time Dependent No Criteria…

( similar to BH horizon)

Page 24: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Choice of Cutoff Function = Choice of Slice in the Bulk

Hyperbolic slice

we have choices of the interporation between the UV & IR states

Actually, in general,

slice

Analytic continued to Lorentian AdS3, we have 2 types of slices

e.g. the cutoff function parametrized by

For the vacuum,

They are same

But for the excited states….

(invariant under different RG flows)

Page 25: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

AdS/cMERA (cTN) from 2 Different Viewpoints

- cTN formulation in CFT2 & Hyperbolic Slice of AdS3

[Miyaji-Takayanagi-KW 16] 1609.04645v2 [hep-th]

How to identify?

- A Time Slice of AdS3 from

an “Optimization” of Euclidean Path-Integral in CFT2

Page 26: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

General Formulation of cMERA in CFT2

In CFT2, we can identify with the dilatation from the sym.

: Conformal bdy state for the vacuum s.t.

Virasoro

: Conformal sym. for the networks

IR state should be space-like rescaling invariant:

Consistent with

In CFT2,

for CFT2 Also fix

Below the UV-cutoff scale (momentum)

(for the vacuum)

(for the excited states, different choices)

Page 27: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Continuous Tensor Network (cTN) from AdS3/CFT2

Global AdS3 :

Focus on the closed curve with at on the time slice

The isometry is generated by

On the time slice,

We can construct a cTN which describes Global AdS3

via the Surface/State correspondence

(in this case, fixing the hyperbolic slice )

Page 28: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Continuous Tensor Network from AdS3/CFT2

Evaluate for Infinitesimally short interval

: local dilatation

Reproduce the state in cMERA at the radius

For vacuum

Below the UV-cutoff scale (momentum)

Page 29: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Some Other Arguments

- Sub-AdSScale Bulk Locality for Holographic CFTs

- Bulk Locally Excited States in cTN & Perfect Tensors

[Miyaji-Takayanagi-KW 16] 1609.04645v2 [hep-th]

Page 30: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Finer Resolution ~ Planck

Resolution ~ AdS radius

Sub-AdS Locality

Momentum :

Near the center of global AdS

For Symmetric Orbifold CFTs,

About sub-AdS Scale Bulk Locality

However, in holographic CFTs, we can get finer resolutions :

the long string sector vacuum gives

In generic CFTs, we can get AdS scale locality :

Ex:

Global AdS3

Page 31: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Folding

2πR0 2πR0 2πR0 2πR0 2πR0

Long string sector vacuum with

Single string sector vacuum with

with UV cutoff

Single string sector vacuum with

with UV cutoff

Interpretation from MERA networks

Page 32: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Bulk Locally Excited State Construction

favors Hyperbolic Slice in AdS

No back-reaction on the hyperbolic slice

Back-reaction should be treated

By using (global) conformal boundary state with time shift in CFT2,

We can construct the bulk locally excited state in AdS3

[Miyaji-Numasawa-Shiba-Takayanagi-KW 15]

(cross cap state)

[Ooguri-Nakayama 15, 16] [Goto-Miyaji-Takayanagi 16]

cf) [Verlinde 15, +Lewkowycz-Turiaci 16]

on other slices including the dS slice

cMERA for the bulk locally excited state

cf) HKLL

Actually, it has the same property as “Perfect Tensor”

[Pastawski-Yoshida-Harlow-Preskill 15]

Page 33: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Summary [Miyaji-Takayanagi-KW 16] 1609.04645v2 [hep-th]

Toward better understanding Tensor Networks and Ad/CFT,

We discussed their connections from 2 different viewpoints :

- Euclidean Path-Integral for ground state in CFT2 w/ a UV cutoff function

- cMERA (cTN) formulation for CFT2 from AdS3/CFT2

Both support a correspondence between

Hyperbolic time slice H2 in AdS3 cMERA

- Sub-AdS locality in (Folded) cMERA based on Symmetric Orbifold CFT

- Similarity of locally bulk excited states in cMERA with perfect tensor networks

We also found 2 more interesting properties of cMERA :

Really New Approach

Page 34: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

- Explicit analysis of “optimized” Euclidean Path-Integral in specific lattice models

- Explicit relation between the spacetime metric and the property of cTN

especially the time-like component of the metric

- Higher dimensional case

Future Works

- Modular Hamiltonian & Entanglement Wedge from “optimized” Euclidean Path-Integral

Thank you !!

Page 35: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Back-up Slides

Page 36: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Efficiency of Tensor Network Descriptions

Generic States :

Exponential …

Polynomial !!

Efficient !!

# of Parameters

MPS : Tensors

MERA :

Tensors Polynomial !!

Efficient !!

Sites

Page 37: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

MERA Diagrams for Two Intervals [Connected Case]

Mutual Information

measures entanglement between andand

measures entanglement between

Page 38: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Example: cMERA for a (d+1) dim. Free Scalar Theory

Ground state

cMERA:

Hamiltonian: H 1 dk d [ (k) (k) (k 2 m2 )(k)(k)].

2

: ak 0 0.0

SA 0.i.e. 0x

(x),

M(x)ax 0,IR state :

ax

x

M

i

(u)k / M a adk (h.c.),

(x) is a cut off function : (x) (1- | x |).where

i

2K (u)

k k

d

, (for m 0, (u) 1/ 2.)m2 / M 2

(s) 1

2e2u

2ue

Tadashi’s slide

Page 39: From Path Integral to Tensor Networks for AdS/CFT › ~seminar › pdf_2016... · From Path Integral to Tensor Networks for AdS/CFT Kento Watanabe (Center for Gravitational Physics,

Efficient Manipulation for Reduced Density Matrix


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