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RTNI—A symbolic integrator for Haar-random tensor networks
- Source :
- J.Phys.A, J.Phys.A, 2019, 52 (42), pp.425303. ⟨10.1088/1751-8121/ab434b⟩
- Publication Year :
- 2019
- Publisher :
- HAL CCSD, 2019.
-
Abstract
- We provide a computer algebra package called Random Tensor Network Integrator (RTNI). It allows to compute averages of tensor networks containing multiple Haar-distributed random unitary matrices and deterministic symbolic tensors. Such tensor networks are represented as multigraphs, with vertices corresponding to tensors or random unitaries and edges corresponding to tensor contractions. Input and output spaces of random unitaries may be subdivided into arbitrary tensor factors, with dimensions treated symbolically. The algorithm implements the graphical Weingarten calculus and produces a weighted sum of tensor networks representing the average over the unitary group. We illustrate the use of this algorithmic tool on some examples from quantum information theory, including entropy calculations for random tensor network states as considered in toy models for holographic duality. Mathematica and Python implementations are supplied.<br />Comment: Code available (for Mathematica and python) at https://github.com/MotohisaFukuda/RTNI
- Subjects :
- High Energy Physics - Theory
Statistics and Probability
[PHYS.MPHY]Physics [physics]/Mathematical Physics [math-ph]
MathematicsofComputing_NUMERICALANALYSIS
toy model
FOS: Physical sciences
General Physics and Astronomy
information theory: quantum
01 natural sciences
Unitary group
0103 physical sciences
ComputingMethodologies_SYMBOLICANDALGEBRAICMANIPULATION
FOS: Mathematics
Entropy (information theory)
unitarity
Tensor
0101 mathematics
Quantum information
Mathematical Physics
Mathematics
Quantum Physics
[PHYS.HTHE]Physics [physics]/High Energy Physics - Theory [hep-th]
Probability (math.PR)
010102 general mathematics
Statistical and Nonlinear Physics
Mathematical Physics (math-ph)
Unitary matrix
duality: holography
Symbolic computation
[PHYS.PHYS.PHYS-GEN-PH]Physics [physics]/Physics [physics]/General Physics [physics.gen-ph]
Algebra
High Energy Physics - Theory (hep-th)
computer: algebra
Modeling and Simulation
Integrator
network
010307 mathematical physics
Quantum Physics (quant-ph)
entropy
Symbolic integration
Mathematics - Probability
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- J.Phys.A, J.Phys.A, 2019, 52 (42), pp.425303. ⟨10.1088/1751-8121/ab434b⟩
- Accession number :
- edsair.doi.dedup.....69af06e0067c658f184270291dca4a02
- Full Text :
- https://doi.org/10.1088/1751-8121/ab434b⟩