Tensor Networks, Renormalization and Holography (overview)

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1 KITP Conference Closing the entanglement gap: Quantum information, quantum matter, and quantum fields June 1 st -5 th 2015 Tensor Networks, Renormalization and Holography (overview) Guifre Vidal

2 KITP Conference Closing the entanglement gap: Quantum information, quantum matter, and quantum fields June 1 st -5 th 2015 Tensor Networks, Renormalization and Holography (overview) Guifre Vidal Glen Evenbly UC Irvine

3 outline Part 1: (old stuff) Tensor networks Renormalization group Multi-scale entanglement renormalization ansatz (MERA) quantum circuit RG transformation Part 2: MERA and holography (!?) Part 3: (recent developments) Tensor network renormalization (TNR) MERA from Euclidean path integral thermal states (dual to a black hole?)

4 parameters tensor network parameters inefficient parameters efficient generic state tensor network states ground states of local Hamiltonians

5 [Vidal 06] [Evenbly, Vidal 08] Multi-scale entanglement renormalization ansatz (MERA) Variational class of states for 1d systems, which extends in space and scale Variational parameters for different length scales stored in different tensors It is secretly a quantum circuit and an RG transformation

6 [Vidal 06] MERA as a quantum circuit disentangler two-body unitary gate isometry also a two-body unitary gate

7 MERA as a quantum circuit disentangler two-body unitary gate isometry also a two-body unitary gate

8 MERA as a quantum circuit disentangler two-body unitary gate isometry also a two-body unitary gate

9 MERA as a quantum circuit time quantum circuit Entanglement introduced by gates at different times (= length scales)

10 MERA = tensor network + isometric/unitary constraints disentangler isometry Causal structure essential for many MERA properties and computational efficiency (Bartek Czech s talk)

11 Causal cone

12 Causal cone

13 MERA as RG Transformation [Vidal 05] Kadanoff (1966) + White (1992) blocking variational optimization Entanglement renormalization (2005)

14 MERA as RG Transformation Kadanoff (1966) + White (1992) blocking variational optimization failure to remove some short-range entanglement! [Vidal 05] Entanglement renormalization (2005) removal of all short-range entanglement

15 MERA as a sequence of ground state wave-functions

16 MERA as a sequence of ground state wave-functions

17 MERA as a sequence of ground state wave-functions

18 MERA defines an RG flow in the space of wave-functions [Vidal 06] Phase A Phase B stable fixed point A stable fixed point B and in the space of Hamiltonians critical fixed point local operators are mapped into local operators!

19 Entanglement entropy and correlations [Vidal 06] entanglement entropy two-point correlations

20 Summary so far MERA Variational parameters for different length scales removes short-range entanglement It is secretly a quantum circuit and an RG transformation entanglement at different length scales preservation of locality Entanglement entropy and correlations as in 1+1 critical ground states blah, blah, blah However, does it work?

21

22 Critical Ising model (from partition function)

23 Critical 3-level Potts model (from partition function)

24 Six vertex model (critical XX quantum spin model) (from partition function)

25 outline Part 1: (old stuff) Tensor networks Renormalization group Multi-scale entanglement renormalization ansatz (MERA) quantum circuit RG transformation Part 2: MERA and holography (!?) Part 3: (recent developments) Tensor network renormalization (TNR) MERA from Euclidean path integral thermal states (dual to a black hole?)

26 MERA and HOLOGRAPHY [Swingle, 2009] entanglement entropy parallel to area of minimal surface in Ryu-Takayanagi two-point correlations Poincare disk

27 Entanglement Renormalization and Holography Constructing holographic spacetimes using entanglement renormalization [Swingle 09,12] AdS / sub-ads scale Time Evolution of Entanglement Entropy from Black Hole Interiors [Hartman, Maldacena 13] ground state MERA thermal state/black hole MERA (conjectured) thermal state + time evolution

28 Entanglement renormalization for quantum fields [Haegeman, Osborne, Verschelde, Verstraete 11] MERA continuous MERA (cmera) Holographic Geometry of Entanglement Renormalization in Quantum Field Theories [Nozaki, Ryu, Takayanagi, 12] Holographic Geometry of cmera for Quantum Quenches and Finite Temperature [Mollabashi, Nozaki, Ryu, Takayanagi 13] Boundary States as Holographic Duals of Trivial Spacetimes [Miyaji, Ryu, Takayanagi, Wen, 14] Information Geometry of Entanglement Renormalization for free Quantum Fields [Molina-Vilaplana, 15]

29 Branching MERA [Evenbly, Vidal13] Many-body entanglement witness and branching MERA

30 Exact holographic mapping and emergent space-time geometry [Xiaoliang Qi,13] Surface/State Correspondence as a Generalized Holography [Miyaji, Takayanagi, 15]

31 Holographic quantum error-correcting codes: Toy models for the bulk/boundary correspondence [Pastawki, Yoshida, Harlow, Preskill, 15] Holographic hexagon state Holographic pentagon code Consistency Conditions for an AdS/MERA Correspondence [Bao, Cao, Carroll, Chatwin-Davies, Hunter-Jones, Pollack, Remmen, 15] Integral Geometry and Holography [Czech, Lamprou, McCandlish, Sully 15]

32 MERA = RG e.g. for Ising model (non-interacting, no large N) Tensor network for ground state of CFT in extra dimension corresponding to scale boundary state of CFT (space of CFT) bulk tensor network (?) (EHM) entanglement entropy minimal connecting surface What happens with large N, strong interactions?

33 outline Part 1: (old stuff) Tensor networks Renormalization group Multi-scale entanglement renormalization ansatz (MERA) quantum circuit RG transformation Part 2: MERA and holography (!?) Part 3: (recent developments) Tensor network renormalization (TNR) MERA from Euclidean path integral thermal states (dual to a black hole?)

34 Euclidean path integral Statistical partition function 1d quantum 2d classical as a tensor network

35 Euclidean path integral Statistical partition function 1d quantum 2d classical

36 Tensor Network Renormalization (TNR) [Evenbly, Vidal 14-15]

37 Tensor Network Renormalization (TNR) [Evenbly, Vidal 14-15]

38 TNR -> proper RG flow Example: 2D classical Ising below critical ordered (Z2) fixed point critical critical fixed point above critical disordered (trivial) fixed point

39 TNR yields MERA [Evenbly, Vidal, 15]

40 MERA = variational ansatz MERA = by-product of TNR energy optimization transform tensor network into MERA energy minimization 1000s of iterations over scale local minima correct ground? TNR -> MERA single iteration over scale rewrite tensor network for ground state certificate of accuracy

41 time extra bonus: MERA for a thermal state (or black hole in holography) future singularity past singularity Einstein-Rosen bridge

42 Extra bonus: conformal transformations [Evenbly, Vidal, 15] Conformal transformation 1: Holographic description

43 Extra bonus: conformal transformations plane [Evenbly et al, in preparation] Conformal transformation 2: Plane to cylinder (radial quantization in CFT) cylinder Extraction of scaling dimensions

44 summary Tensor Networks, Renormalization and Holography (overview) MERA as variational ansatz for ground states of CFTs (on the lattice) e.g. critical Ising model + branching MERA MERA as a lattice realization of AdS/CFT MERA as a by-product of coarse-graining the Euclidean path integral

45 THANK YOU!

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