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Symmetric Tensor Networks and Topological Phases Topological Phases Ying Ran (Boston College) KITP, Dec. 2016

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Page 1: Symmetric Tensor Networks and TopologicalPhasesTopological ...online.itp.ucsb.edu/online/topoquant16/ran/pdf/Ran... · Why tensor networks? 1D‐MPS, 2D‐PEPS, and 3D generalizations

Symmetric Tensor Networks and Topological PhasesTopological Phases

Ying Ran (Boston College)

KITP, Dec. 2016

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Acknowledgement:

• Collaborators:• Shenghan Jiang (Boston College) 

• Panjin Kim, Hyungyong Lee, Jung Hoon Han (Sungkyunkwan University)

• Brayden Ware, Chao‐Ming Jian, Michael Zaletel (StationQ)

• References:• arXiv: 1505.03171, S. Jiang, Y. Ran

• arXiv: 1509.04358, P. Kim, H. Lee, S. Jiang, B. Ware, C. Jian, M. Zaletel, J. Han, Y. Ran

• arXiv: 1610.02024, S. Jiang, P. Kim, J. Han, Y. Ran

• arXiv: 1611.07652, S. Jiang, Y. Ran, g,

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Motivations• We focus on bosonic topological (SET or SPT) phases, which require strong interactions to realize.

(1) Conceptual issues: 

‐‐ Classification problems(SPT phases with spatial symmetries.)

(2) “Practical” issues: How to realize them?( )

‐‐ Physical intuitions/guiding principles? (Are there criteria like the band‐inversion picture in topological insulators?)

N i l h d i bl f hi f h l i l h i‐‐ Numerical methods suitable for searching for these  topological phases in models?

(How to write down generic variational wavefunctions?)     

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Main resultBased on tensor‐network formulation, we develop a machinery to:

(1) systematically (but partially) classify topological phases

(2) construct generic variational wavefunctions for these phases

(Partially) classification of topological(onsite and spatial ) symmetries of the system

(Partially) classification of topological phases and construction of generic 

wavefunctions for each class 

• This machinery answers:1D‐MPS, 2D‐PEPS, and 3D generalizations

How many classes of symmetric tensor‐network wavefunctions that cannot be smoothly deformed into each other under 

?certain assumptions?figures from R. Orus, Annals Phys. (2014)

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Main resultBased on tensor‐network formulation, we develop a machinery to:

(1) systematically (but partially) classify topological phases

(2) construct generic variational wavefunctions for these phases

(Partially) classification of topological(onsite and spatial ) symmetries of the system

(Partially) classification of topological phases and construction of generic 

wavefunctions for each class 

Numerically simulatingTopological phases in practical models

Combining with tensor‐basedvariational numerical  algorithms 

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Plan: Three applications of this machinery(1) Classification and simulation of competing spin liquids in the spin‐1/2 Heisenberg model on the kagome lattice

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Plan: Three applications of this machinery

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Plan: Three applications of this machinery

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What are tensor networks?

tensortensor

tensor contraction

PEPS

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Why tensor networks?1D‐MPS, 2D‐PEPS, and 3D generalizations …)

figures from R. Orus, Annals Phys. (2014)

• In the past, indeed the first deep insight and systematic results of SPT phase were obtained by studying symmetry properties of MPS in 1d. (Pollmann, Berg, Turner, Oshikawa, Chen, Gu, Wen…)

• Powerful numerical algorithms

1D MPS DMRG (S Whi )• 1D MPS: DMRG (S. White …)

• 2D PEPS: iTEBD, CTM, TRG… (Cirac, Verstraete, Vidal, Gu, Levin, Wen, Xiang …)

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Why tensor networks?1D‐MPS, 2D‐PEPS, and 3D generalizations …)

figures from R. Orus, Annals Phys. (2014)

• In particular, the tensor‐network formulation is particularly suitable to understand the local symmetry properties of a global wavefunction, which are essential for symmetric topological phases.y p g p

symmetry properties of these local quantum states (in enlarged Hilbert space)  symmetry properties of the global physical state

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PlanPlan

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The Heisenberg model on the kagome lattice

Symmetries: on‐site spin rotation, time reversal, lattice translation, rotation, reflection 

Sachdev, Marston, Senthil, Singh, Evenbly, Vidal, Ran, Hermele, Wen, Lee, Wang, Vishwanath, Iqbal, Becca, Sorella, Poilblanc, White, Huse, Depenbrock, McCulloch, Schollwock, Jiang, Balents, Mei, Xiang, He, Zaletel, Oshikawa, Pollmann… and many more

DMRG  spin liquid phase (SET for both onsite and lattice symmetries)?

Which spin liquid???

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Different Z2 Spin liquids in tensor formulation

For every class, constrained Hilbert space for a local tensor 

generic wavefunctions

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• How to implement global symmetries into tensor‐network?

Basic assumption:

Symmetries on physical 

wavefunctions 

Gauge transformation 

on internal legs~

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Gauge redundancy in a tensor‐network

=

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Gauge redundancy & symmetry

global symmetries on physical wavefunctions

gauge transformation on internal legs~

=

Classify symmetric phases by different symmetry transformation rules of local tensors.

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Implementing spin rotation symmetry

=

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Invariant Gauge Group ( )

=

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Physical interpretation of 

=

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Physical interpretation of 

• Topological excitations:

=

=

• deconfined  spin liquid• confined  ordered phase (VBS, magnetic order)

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Tensor equations: interplay between symmetries and 

=

=

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Physical interpretation for tensor equations

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Symmetry fractionalization from tensor equations

=

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symmetries of the model

constraint sub‐Hilbertconstraint sub Hilbert space for every class 

(generic wavefunctions)

tensor numerics

determine phase diagram

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Kagome Heisenberg modelTopological invariants of tensor symmetry transformation rules:

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Symmetric iPEPS algorithm

• Focus on infinite PEPS (iPEPS)

• Optimization 

• Minimize “approximate” energy densities within constrained Hilbert spaces 

of four promising classes (Simple update method) (Jiang,Xiang…)

• Measurement

• Measure energy density for the optimized state

• Tensor RG + variational Monte Carlo  

(Nave Levin GuWen Xiang JiangWang Sandvik Verstraete )(Nave,Levin,Gu,Wen,Xiang,Jiang,Wang, Sandvik, Verstraete,…)

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Energy densities for optimal state of four classes

Which class?

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Competing spin liquids?

Sachdev’s Q1=Q2 state Q1=‐Q2 state

• Two possibilities:1. Their energy densities are different. But our numerics is not 

accurate enough to distinguish themaccurate enough to distinguish them.2. They indeed share degenerate energy. Any physical reason?

Future work:

1 L b h i ?

(L R L )

1. Long‐range behavior?

2. Excitation spectrum?

3. More advanced 

zero‐flux I zero‐flux II

(Lu, Ran, Lee)

optimization method

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PlanPlan

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Bosonic cohomological SPT phases

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Warm up: d=1 (Pollmann Berg Turner Oshikawa Chen Gu Wen )Warm‐up: d=1 (Pollmann, Berg, Turner, Oshikawa, Chen, Gu, Wen…)

The main purpose here is to demonstrate the anti‐unitary action ofmirror reflection in the tensor formulationmirror reflection in the tensor formulation.

Just like the spin liquid example, let us firstly identify IGG, then find p q p , y y ,the consistency equations for the tensor symmetry transformation rules.

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Symmetry Condition:

IGG:IGG:

a single U(1) phase variable over the whole lattice.

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Symmetry Condition:

IGG:IGG:

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Symmetry Condition:

IGG:IGG:

P

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Plaquette IGG:

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Plaquette IGG:

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Plaquette IGG:

In order to describe cohomologicalSPT phases we assume:SPT phases, we assume:

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In order to describe cohomologicalSPT phases we assume:SPT phases, we assume:

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In order to describe cohomologicalSPT phases we assume:SPT phases, we assume:

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In order to describe cohomologicalSPT phases we assume:SPT phases, we assume:

This decomposition has an overall U(1) phase ambiguity:

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In order to describe cohomologicalSPT phases we assume:SPT phases, we assume:

This decomposition has an overall U(1) phase ambiguity:

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3‐cocycle

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P3‐cocycle

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• Similar construction can be generalized to 3D. (need cubic IGG& plaquetteIGG).

• After complicated algebra, one can show that the topological invariants of tensor symmetry transformation rules are given by four cocycles.

• And time‐reversal and mirror reflections should be treated as anti‐unitary.

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PlanPlan

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A by‐product: anyon condensation – from SET to SPT

Toric code Trivial phase

An example:

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A by‐product: anyon condensation – from SET to SPT

Toric code Trivial phase

An example:

???

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A by‐product: anyon condensation – from SET to SPT

Toric code Trivial phase

An example:

???

This is a rather conventional SET without gapless edge states

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A by‐product: anyon condensation – from SET to SPT

Toric code Trivial phase

An example:

???

SET Nontrivial SPT

Schematic phase diagram

Trivial paramagnet

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A by‐product: anyon condensation – from SET to SPT

Toric code Trivial phase

An example:

???

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anyon condensation after gauging the symmetry

double semion??

“Parent” phase

Condensing object

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anyon condensation after gauging the symmetry

X X

X XX X

X X

X XX X

.

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anyon condensation after gauging the symmetry

X X

X XX X

X X

X XX X

Gauging picture of time reversal or spatial symmetries is unclear beyond TN formulation.

B i h i i l SPT l b b i d f d iBut it turns out these nontrivial SPT can also be obtained from anyon condensation.

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General criteria for anyon condensation

an SET phaseCondense certain fluxes

an SPT phase

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General criteria for anyon condensation

an SET phaseCondense certain fluxes

an SPT phase

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Possible model realizations?

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Summary

SET SPTanyon condensation

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Discussion/future directions

• Previously in 2D PEPS, MPO‐invariance was used to characterize onsite 

SPT in PEPS(Williamson et al ) connection with our formulation?SPT in PEPS(Williamson et.al.), connection with our formulation?

• Classifying and simulating fermion phases?

• Combining state of the art numerical techniques with this analytical 

construction (Vanderstraeten, Verstraete, Corboz…)

• More accurate energy density, correlators, …

• Excitation spectrum?

• Possible realization of SPT?

• Numerical simulation for SPT tensor wavefunctions

• Condensing visons carrying nontrivial quantum number in spin liquid 

phases  SPT‐VBS phase? Thank You!

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Motivations

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Motivations

s

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Motivations

• How to represent generic SPT states using tensor‐network wavefunctions (particularly in 2 and higher spatial dimensions) ?

In this talk:  tensor‐network=MPS(1d), PEPS(2d), and their 3d analog (Cirac, Verstraeta, Vidal…)

(figures from Orus, Annals Phys. (2014))

But how to systematically understand higher dimensional SPT using tensor‐network formulation?

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Main results:• We focus on bosonic cohomological SPT.

• We have identified a general machinery to classify/construct generic SPT states usinggeneric SPT states usingtensor‐network.

(Finite bond‐dimension tensor‐networkconstruction works for all discrete symmetries, and continuous symmetries in some cases)

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Main results:

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A simple example

• PEPS representation of an Ising system on a square lattice with bond‐dimension D=4:

d=2

D=4

a trial wavefunction with a lot of variational parameters:# of parameters=512‐1(normalization)=511# of parameters=512 1(normalization)=511

The price to pay is that one may not be able to sharply distinguish different quantum phases.

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A simple example

d=2

D=4

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A simple example

d=2

D=4

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Plan:

Instead of keep going on tensor‐network wavefunctions,let me talk about a by‐product of our main results, which is also quite general and can be formulated in more conventional languages.

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A by‐product of main results

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P

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P

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P

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P

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P

Z2 Spin liquid Spinon e nontrivial symmetry 

fractionalization Condensing 

Resulting Phase

Spin‐liquid‐ASPT‐A

visons are assumed to have trivial symm. fractionalization, but could carry usual quantum numbers.

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P

Z2 Spin liquid Spinon e nontrivial symmetry 

fractionalization

Resulting Phase

Condensing 

Spin‐liquid‐A

Spin‐liquid‐B

SPT‐A

SPT‐BSpin‐liquid‐B

visons are assumed to have trivial symm. fractionalization, but could carry usual quantum numbers.

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P

Z2 Spin liquid Spinon e nontrivial symmetry 

fractionalization

Resulting Phase

Condensing 

Spin‐liquid‐A

Spin‐liquid‐B

SPT‐A

SPT‐BSpin‐liquid‐B

Spin‐liquid‐C SPT‐C

visons are assumed to have trivial symm. fractionalization, but could carry usual quantum numbers.

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P

Z2 Spin liquid Spinon e nontrivial symmetry 

fractionalization

Resulting Phase

Condensing 

Spin‐liquid‐A

Spin‐liquid‐B

SPT‐A

SPT‐BSpin‐liquid‐B

Spin‐liquid‐C SPT‐C

visons are assumed to have trivial symm. fractionalization, but could carry usual quantum numbers.

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P

Z2 Spin liquid Spinon e nontrivial symmetry 

fractionalization

Resulting Phase

Condensing 

Spin‐liquid‐A

Spin‐liquid‐B

SPT‐A

SPT‐BSpin‐liquid‐B

Spin‐liquid‐C SPT‐C

visons are assumed to have trivial symm. fractionalization, but could carry usual quantum numbers.

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Possible realizations?

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Possible realizations?

(Figure from Singh, Physics, 2010)

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Possible realizations?

(Figure from Singh, Physics, 2010)

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Possible realizations?

(Figure from Singh, Physics, 2010)

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A general Criterion to obtain SPT from SET in 2+1d

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A general Criterion to obtain SPT from SET in 2+1d

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A general Criterion to obtain SPT from SET in 2+1d

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A general Criterion to obtain SPT from SET in 2+1d

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Summary

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Summary

Condensing gauge‐fluxeswhile preserving symmetry

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Summary

Condensing gauge‐fluxeswhile preserving symmetry

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Summary

Condensing gauge‐fluxeswhile preserving symmetry

Thank you!

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By‐products of main results