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Tensor Networks for Quantum Field Theories

Conference Date: 
Lundi, Octobre 24, 2011 (All day) to Mardi, Octobre 25, 2011 (All day)
Scientific Areas: 
Quantum Information
Quantum Fields and Strings
Condensed Matter

 

Tensor network states, such as the matrix product state (MPS), projected entangled-pair states (PEPS), and the multi-scale entanglement renormalization ansatz (MERA), can be used to efficiently represent the ground state of quantum many-body Hamiltonians on a lattice. In this way, they provide a novel theoretical framework to characterize phases of quantum matter, while also being the basis for powerful numerical approaches to strongly interacting systems on the lattice.

 

The goal of this meeting is to discuss recent extensions of tensor network techniques to continuous systems. Continuous MPS and continuous MERA can tackle quantum field theories directly, without the need to put them on the lattice. Therefore they offer a non-perturbative, variational approach to QFT, with plenty of potential applications. On the other hand, the proposal of continuous MERA makes previous hand-waving arguments that the MERA is a lattice realization of the AdS/CFT correspondence ever more intriguing.

 

Pedagogical talks will be directed to introducing the subject to (PI resident) quantum field/string theorists. Discussions with the latter will aim at identifying future applications and challenges.

 

 

Philippe Corboz, ETH Zurich

Glen Evenbly, California Institute of Technology

Zheng-Cheng Gu, Kavli Institute for Theoretical Physics

Jutho Haegeman, Ghent University

Sung-Sik Lee, McMaster University and Perimeter Institute

Tobias Osborne, University of Hannover

Frank Verstraete, University of Vienna

Guifre Vidal, Perimeter Institute

 

Ganapathy Baskaran, Institute of Mathematical Sciences

John Berlinsky, Perimeter Institute

Hector Bombin, Perimeter Institute

Oliver Buerschaper, Perimeter Institute

Giulio Chiribella, Perimeter Institute

Lukasz Cincio, Perimeter Institute

Philippe Corboz, ETH Zurich

Tommaso Demarie, Macquarie University

Glen Evenbly, California Institute of Technology

Laurent Freidel, Perimeter Institute

Jaume Gomis, Perimeter Institute

Zheng-Cheng Gu, Kavli Institute for Theoretical Physics

Jutho Haegeman, Ghent University

Adrian Kent, Perimeter Institute

John Klauder, University of Florida

Sung-Sik Lee, McMaster University and Perimeter Institute

Peter Lunts, Perimeter Institute

Dalimil Mazac, Perimeter Institute

Akimasa Miyake, Perimeter Institute

Sebastian Montes Valencia, Perimeter Institute

Rob Myers, Perimeter Institute

Tobias Osborne, University of Hannover

Robert Pfeifer, Perimeter Institute

Maitagorri Schade, Perimeter Institute

Daniel Terno, Perimeter Institute

Natalia Toro, Perimeter Institute

Frank Verstraete, University of Vienna

Guifre Vidal, Perimeter Institute

Pedro Vieira, Perimeter Institute

Itay Yavin, Perimeter Institute

 

Philippe Corboz, Swiss Federal Institute of Technology, Zurich

Simulation of Fermionic and Frustrated Systems with 2D Tensor Networks

The study of fermionic and frustrated systems in two dimensions is one of the biggest challenges in condensed matter physics. Among the most promising tools to simulate these systems are 2D tensor networks, including projected entangled-pair states (PEPS) and the 2D multi-scale entanglement renormalization ansatz (MERA), which have been generalized to fermionic systems recently. 

In the first part of this talk I will present a simple formalism how to include fermionic statistics into 2D tensor networks. The second part covers recent simulation results showing that infinite PEPS (iPEPS) can compete with the best known variational methods. In particular, for the t-J model and the SU(4) Heisenberg model iPEPS yields better variational energies than obtained in previous variational- and fixed-node Monte Carlo studies. Future perspectives and open problems are discussed.

 

Glen Evenbly, California Institute of Technology

MERA and CFT

The MERA offers a powerful variational approach to quantum field theory. While the continuous MERA may allow us to directly address field theories in the continuum, the MERA on the lattice has already demonstrated its ability to characterize conformal field theories. In this talk I will explain how to extract the conformal data (central charge, primary fields, and their scaling dimensions and OPE) of a CFT from a quantum spin chain at a quantum critical point. I will consider both homogeneous systems (translation invariant) and systems with an impurity (where translation invariance is explicitly broken). Key to the success of the MERA is the exploitation of both scale and translation invariance. I will show how translation invariance can still be exploited even in the presence of an impurity, even if the system is no longer translation invariant. This follows from an intriguing "causality principle" in the RG flow. I will also discuss the relation of these results with Wilson's famous resolution of the Kondo impurity problem.

 

Zheng-Cheng Gu, Kavli Institute for Theoretical Physics

Tensor Networks and TQFTs

Topological Quantum field theories(TQFTs) are a special class of QFTs. Their actions do not depend on the metric of the background space-time manifold. Thus, it is very natural to define TQFTs on an arbitrary triangulation of the space-time manifold and they are independent on the triangulation. More importantly, TQFTs defined on triangulations are always a finite theory associated with a well defined cut-off. A well known example is the Turaev-Viro states sum invariants. Essentially, the Turaev-Viro constructions are (local) tensor network representations of a special class of 1+2D TQFTs. In this talk, I will show a new class of TQFTs that can be derived based on the (local) tensor network representations in arbitrary dimensions. They can be regarded as the discrete analogy of topological Berry phase terms of (discrete) non-linear sigma models. The edge theory of such a new class of TQFTs can be regarded as the discrete analogy of WZW terms. This new class of TQFTs naturally classify (bosonic) symmetry protected topological orders in arbitrary dimensions. Finally, I will also discuss new classes of fermionic TQFTs based on the Grassmann tensor network representations and possible new route towards Quantum Gravity(QG).

 

Jutho Haegeman (1), Ghent University

MPS for Relativistic QFTs

In 1987, Feynman devoted one of his last lectures to highlighting three serious objections against the usefulness of the variational principle in the theory of relativistic quantum fields. In that same year, in a different branch of physics, Affleck, Kennedy, Lieb and Tasaki devised a quantum state that resulted in the development of a handful of different variational ansätze for lattice models over the last two decennia. These quantum states are known as tensor network states and invalidate at least two of Feynman's arguments. They could thus be used in a variational study of relativistic quantum field theories on a lattice. However, two classes of tensor network states, namely the matrix product state and the multi-scale entanglement renormalization ansatz, have recently been ported to the continuous setting, so that we now have direct access to variational wave functions for quantum field theories and are no longer restricted to a lattice regularization. 

 

Jutho Haegeman (2), Ghent University

MERA for Relativistic QFTs

In this second presentation, we will revisit Feynman's first argument and discuss how it still strongly influences variational studies of relativistic field theories with MPS or cMPS. However, as we explain, this argument can be completely overcome by introducing different variational parameters for the different length scales in the system, a strategy that naturally results in the MERA for lattice systems, or its continuous version for field theories. We then illustrate how a cMERA representation for the ground state of free relativistic quantum field theories can be constructed and discuss the main properties of this representation.

 

Sung-Sik Lee, Perimeter Institute

First Principle Construction of Holographic Duals 

In this talk, I will present a first principle construction of a holographic dual for gauged matrix models that include gauge theories. The dual theory is shown to be a closed string field theory coupled with an emergent two-form gauge field defined in one higher dimensional space. The bulk space with an extra dimension emerges as a well defined classical background only when the two-form gauge field is in the deconfinement phase. Based on this, it is shown that critical phases that admit holographic descriptions form a novel universality class with a non-trivial quantum order.

 

Tobias Osborne, University of Hannover

MERA for QFTs 

In this talk I will describe how to generalize the multiscale entanglement renormalization ansatz to quantum fields. The resulting variational class of wavefunctions, cMERA, arising from this RG flow are translation invariant and exhibit an entropy-area law. I'll illustrate the construction for some example fields, and describe how to cover the case of interacting theories.

 

Frank Verstraete, University of Vienna

MPS for QFTs

I will talk about matrix product states and their suitability for simulating quantum many-body systems in the continuum.

 

Guifre Vidal (1), Perimeter Institute

Pedagogical Introduction to Tensor Networks: MPS, PEPS and MERA 

This introductory talk aims to answer a few basic questions (What is a tensor network? Under which circumstance is a tensor network useful?) and describe the tensor network states that will be discussed during the workshop (matrix product state [MPS], projected entangled pair states [PEPS], and the multi-scale entanglement renormalization ansatz [MERA]). I will then briefly describe the recent developments that motivated this workshop on “Tensor networks for quantum field theories” and give an overview of the schedule talks.

 

Guifre Vidal (2), Perimeter Institute

Pedagogical Introduction: Tensor Networks and Geometry, the Renormalization Group and AdS/CFT

One might be confused by the proliferation of tensor network states, such as MPS, PEPS, tree tensor networks [TTN], MERA, etc. What is the main difference between them? In this talk I will argue that the geometry of a tensor network determines several properties of the state that is being represented, such as the asymptotic scaling of correlations and of entanglement entropy. I will also describe the relation between the MERA and the Renormalization Group, and will review Brian Swingle’s observation that the MERA is a lattice realization of holographic ideas.