Tensor networks in a nutshell

J Biamonte, V Bergholm - arxiv preprint arxiv:1708.00006, 2017 - arxiv.org
Tensor network methods are taking a central role in modern quantum physics and beyond.
They can provide an efficient approximation to certain classes of quantum states, and the …

Tensor networks and graphical calculus for open quantum systems

CJ Wood, JD Biamonte, DG Cory - arxiv preprint arxiv:1111.6950, 2011 - arxiv.org
We describe a graphical calculus for completely positive maps and in doing so review the
theory of open quantum systems and other fundamental primitives of quantum information …

An introduction to operational quantum dynamics

S Milz, FA Pollock, K Modi - Open Systems & Information Dynamics, 2017 - World Scientific
This special volume celebrates the 40th anniversary of the discovery of the Gorini-
Kossakowski-Sudarshan-Lindblad master equation, which is widely used in quantum …

Lectures on quantum tensor networks

J Biamonte - arxiv preprint arxiv:1912.10049, 2019 - arxiv.org
Situated as a language between computer science, quantum physics and mathematics,
tensor network theory has steadily grown in popularity and can now be found in applications …

Automated reasoning in quantum circuit compilation

D Thanos, A Villoria, S Brand, AJ Quist, J Mei… - … Symposium on Model …, 2024 - Springer
Automated reasoning techniques have been proven of immense importance in classical
applications like formal verification, circuit design and probabilistic inference. The domain of …

[HTML][HTML] Categorical tensor network states

JD Biamonte, SR Clark, D Jaksch - AIP Advances, 2011 - pubs.aip.org
We examine the use of string diagrams and the mathematics of category theory in the
description of quantum states by tensor networks. This approach lead to a unification of …

Quon 3D language for quantum information

Z Liu, A Wozniakowski, AM Jaffe - Proceedings of the …, 2017 - National Acad Sciences
We present a 3D topological picture-language for quantum information. Our approach
combines charged excitations carried by strings, with topological properties that arise from …

A graphical calculus for integration over random diagonal unitary matrices

I Nechita, S Singh - Linear Algebra and its Applications, 2021 - Elsevier
We provide a graphical calculus for computing averages of tensor network diagrams with
respect to the distribution of random vectors containing independent uniform complex …

Tensor network methods for invariant theory

J Biamonte, V Bergholm… - Journal of Physics A …, 2013 - iopscience.iop.org
Invariant theory is concerned with functions that do not change under the action of a given
group. Here we communicate an approach based on tensor networks to represent …

Algebraically contractible topological tensor network states

SJ Denny, JD Biamonte, D Jaksch… - Journal of Physics A …, 2011 - iopscience.iop.org
We adapt the bialgebra and Hopf relations to expose internal structure in the ground state of
a Hamiltonian with Z 2 topological order. Its tensor network description allows for exact …