A practical guide to the numerical implementation of tensor networks i: Contractions, decompositions, and gauge freedom

G Evenbly - Frontiers in Applied Mathematics and Statistics, 2022 - frontiersin.org
We present an overview of the key ideas and skills necessary to begin implementing tensor
network methods numerically, which is intended to facilitate the practical application of …

Resource Optimization for Quantum Dynamics with Tensor Networks: Quantum and Classical Algorithms

A Dwivedi, MA Lopez-Ruiz… - The Journal of Physical …, 2024 - ACS Publications
The exponential scaling of the quantum degrees of freedom with the size of the system is
one of the biggest challenges in computational chemistry and particularly in quantum …

Simulating quantum circuits using efficient tensor network contraction algorithms with subexponential upper bound

TB Wahl, S Strelchuk - Physical Review Letters, 2023 - APS
We derive a rigorous upper bound on the classical computation time of finite-ranged tensor
network contractions in d≥ 2 dimensions. Consequently, we show that quantum circuits of …

Loop Series Expansions for Tensor Networks

G Evenbly, N Pancotti, A Milsted, J Gray… - arXiv preprint arXiv …, 2024 - arxiv.org
Belief propagation (BP) can be a useful tool to approximately contract a tensor network,
provided that the contributions from any closed loops in the network are sufficiently weak. In …

A scalable emulator for quantum fourier transform using multiple-fpgas with high-bandwidth-memory

HM Waidyasooriya, H Oshiyama, Y Kurebayashi… - IEEE …, 2022 - ieeexplore.ieee.org
Quantum computing is regarded as the future of computing that hopefully provides
exponentially large processing power compared to the conventional digital computing …

Quantum median filter for total variation image denoising

S De Santis, D Lazzaro, R Mengoni… - … DELL'UNIVERSITA'DI …, 2022 - Springer
In this new computing paradigm, named quantum computing, researchers from all over the
world are taking their first steps in designing quantum circuits for image processing, through …

Q2Logic: A Coarse-Grained FPGA Overlay targeting Schrödinger Quantum Circuit Simulations

A Podobas - 2023 IEEE International Parallel and Distributed …, 2023 - ieeexplore.ieee.org
Quantum computing is emerging as an important (but radical) technology that might take us
beyond Moore's law for certain applications. Today, in parallel with improving quantum …

Q2Logic: An Coarse-Grained Architecture targeting Schr\" odinger Quantum Circuit Simulations

A Podobas - arXiv preprint arXiv:2303.01606, 2023 - arxiv.org
Quantum computing is emerging as an important (but radical) technology that might take us
beyond Moore's law for certain applications. Today, in parallel with improving quantum …

[PDF][PDF] Graphical calculus for Tensor Network Contractions

S Raj - cs.ox.ac.uk
Quantum computing is an emerging field of research that harnesses the laws of quantum
mechanics to solve computationally hard problems. In addition to developing better and …