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Tensor Networks: Mathematical Structures and Novel Algorithms

Erwin Schrödinger International Institute for Mathematics and Physics (ESI) via YouTube

Overview

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Explore advanced mathematical structures and computational algorithms in this comprehensive workshop featuring leading researchers presenting cutting-edge developments in tensor network theory and applications. Delve into alternative approaches for higher-dimensional quantum lattice models, non-abelian symmetries in tensor networks, and novel detection methods for dynamical quantum phase transitions. Learn about Gaussian tensor networks for disentangling interacting systems, Abelian lattice gauge theories in one dimension through matrix product states, and fast counting techniques using tensor network methodologies. Discover algebraic Bethe circuits, relativistic continuous matrix product states for attacking field theories, and continuous tensor networks for lattice models. Examine infinite projected entangled-pair states (iPEPS) applications for three-dimensional and layered quantum systems, finite temperature simulations of strongly correlated systems, and chiral spin liquid simulations using projected entangled-pair states. Investigate tensor-network-representable quantum states, accurate conformal field theory data extraction from infinite matrix product state simulations, and emergent hydrodynamics in one-dimensional Bose gases. Study mutual information and reflected entropies of random states, high-dimensional quantum many-body system algorithms, and the anatomy of two-dimensional classical lattice models through tensor network renormalization. Explore gauged Gaussian fermionic projected entangled-pair states for lattice gauge theory studies, defects and duality on lattices, and effective field theories for holographic random matchgate tensor networks. Understand Ogata's construction for symmetry-protected topological phase indices, thermalization approaches for quantum memories, and state-sum topological field theories with tensor evaluations. Learn about condensation and stability in topological order, matrix product operator algebras, and entanglement transitions in tree tensor networks. Discover new tensor network ideas for capturing entanglement in quantum many-body systems, quantum simulation of conformal field theories, and measurement incompatibility versus Bell non-locality through tensor norms. Examine thermodynamics of non-additive systems including the Thirring model, localization transitions in discrete non-linear Schrödinger equations, and current fluctuations in noninteracting run-and-tumble particles in one dimension.

Syllabus

Örs Legeza - Alternative/ab initio approach to target higher dimensional quantum lattice models...
Andreas Weichselbaum - Non-abelian symmetries in tensor networks: the open source QSpace tensor...
Ian McCulloch - Detecting and characterising dynamical quantum phase transitions through higher...
Miles Stoudenmire - Disentangling Interacting Systems with Gaussian Tensor Networks
Luca Tagliacozzo - Ablian LGT in 1D insights from MPS
Stefanos Kourtis - Fast counting with tensor networks
Esperanza López Manzanares - Algebraic Bethe Circuits
Antoine Tilloy - Attacking 1+1 dimensional field theories with relativistic CMPS
Bram Vanhecke - Continuous Tensor Networks for Lattice Models
Philippe Corboz - iPEPS for 3D and layered quantum systems
Piotr Czarnik - iPEPS simulations of strongly correlated systems at finite temperature
Didier Poilblanc - Simulating chiral spin liquids with projected entangled-pair states
Naoki Kawashima - Tensor-network-representable quantum states
Andreas Läuchli - Accurate CFT data and velocities from iMPS simulations
Frederik Møller - Emergent hydrodynamics and Pauli blocking in a 1D Bose gas
Roger Mong - Mutual information and reflected entropies of random states
Simone Montangero - Tensor network algorithms for high-dimensional quantum many-body systems
Atsushi Ueda - Anatomy of 2D classical lattice models with TNR
Erez Zohar - Gauged Gaussian Fermionic PEPS: a tool for studying lattice gauge theories
Paul Fendley - Defects and Duality on the Lattice
Carolin Wille - An effective field theory for (holographic) random matchgate tensor networks
Bruno Nachtergaele - Ogata's construction of an index for SPT phases of quantum spin chains.
Angelo Lucia - Thermalization of quantum memories - a tensor networks approach
Christoph Schweigert - Tensors, state-sum TFTs and the evaluation of (extruded) graphs
Dominic Williamson - Condensation and stability of topological order in tensor networks
András Molnár - Matrix product operator algebras
Adam Nahum - Entanglement transitions in tree tensor networks
Jens Eisert - Some new ideas on tensor networks to capture entanglement in quantum many-body systems
Tobias Osborne - Quantum Simulation of Conformal Field Theory
Faedi Loulidi - Measurement incompatibility vs. Bell non-locality: an approach via tensor norms
Stefano Ruffo - Thermodynamics of non additive systems: the example of the Thirring model...
Giacomo Gradenigo - Localization transition in the Discrete Non-Linear Schrödinger Equation...
Alberto Rosso - Current fluctuations in noninteracting run-and-tumble particles in one dimension

Taught by

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

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