output
20162026
most citedQuantum machine learning in feature Hilbert spaces

1.8k citations

Showing 2023Show all

10 papers · 1 filter

quant-ph2023★ 48 cited

Initial state preparation for quantum chemistry on quantum computers

Stepan Fomichev, Kasra Hejazi, Modjtaba Shokrian Zini +8

Quantum algorithms for ground-state energy estimation of chemical systems require a high-quality initial state. However, initial state preparation is commonly either neglected enti…

quant-ph2023★ 28 cited

Classification of dynamical Lie algebras for translation-invariant 2-local spin systems in one dimension

Roeland Wiersema, Efekan Kökcü, Alexander F. Kemper +1

Much is understood about 1-dimensional spin chains in terms of entanglement properties, physical phases, and integrability. However, the Lie algebraic properties of the Hamiltonian…

physics.chem-ph2023★ 19 cited

Grad DFT: a software library for machine learning enhanced density functional theory

Pablo A. M. Casares, Jack S. Baker, Matija Medvidovic +2

Density functional theory (DFT) stands as a cornerstone method in computational quantum chemistry and materials science due to its remarkable versatility and scalability. Yet, it s…

quant-ph2023★ 5 cited

All you need is spin: SU(2) equivariant variational quantum circuits based on spin networks

Richard D. P. East, Guillermo Alonso-Linaje, Chae-Yeun Park

Variational algorithms require architectures that naturally constrain the optimization space to run efficiently. Geometric quantum machine learning achieves this goal by encoding g…

quant-ph2023★ 4 cited

Backpropagation scaling in parameterised quantum circuits

Joseph Bowles, David Wierichs, Chae-Yeun Park

The discovery of the backpropagation algorithm ranks among one of the most important moments in the history of machine learning, and has made possible the training of large-scale n…

quant-ph2023★ 7 cited

Stabilizer Formalism for Operator Algebra Quantum Error Correction

Guillaume Dauphinais, David W. Kribs, Michael Vasmer

We introduce a stabilizer formalism for the general quantum error correction framework called operator algebra quantum error correction (OAQEC), which generalizes Gottesman's formu…