The classical Heisenberg model on the centred pyrochlore lattice

RP Nutakki, LDC Jaubert, L Pollet - SciPost Physics, 2023 - scipost.org
The centred pyrochlore lattice is a novel geometrically frustrated lattice, realized in the metal-
organic framework Mn (ta) $ _2 $[Phys. Rev. Research 5, L022018 (2023)] where the basic …

Machine-learned phase diagrams of generalized Kitaev honeycomb magnets

N Rao, K Liu, M Machaczek, L Pollet - Physical Review Research, 2021 - APS
We use a recently developed interpretable and unsupervised machine-learning method, the
tensorial kernel support vector machine, to investigate the low-temperature classical phase …

Unsupervised interpretable learning of phases from many-qubit systems

N Sadoune, G Giudici, K Liu, L Pollet - Physical Review Research, 2023 - APS
Experimental progress in qubit manufacturing calls for the development of new theoretical
tools to analyze quantum data. We show how an unsupervised machine-learning technique …

Efficient and scalable path integral Monte Carlo simulations with worm-type updates for Bose-Hubbard and XXZ models

N Sadoune, L Pollet - SciPost Physics Codebases, 2022 - scipost.org
We present a novel and open-source implementation of the worm algorithm, which is an
algorithm to simulate Bose-Hubbard and sign-positive spin models using a path-integral …

Learning symmetry-protected topological order from trapped-ion experiments

N Sadoune, I Pogorelov, CL Edmunds… - arxiv preprint arxiv …, 2024 - arxiv.org
Classical machine learning has proven remarkably useful in post-processing quantum data,
yet typical learning algorithms often require prior training to be effective. In this work, we …

Colloidal dynamics in artificial particle ice systems

C Rodríguez Gallo - 2024 - diposit.ub.edu
Geometric frustration is a general phenomenon influencing the behavior of diverse natural
systems across different length scales. Geometric frustration arises when the symmetry of …

[PDF][PDF] Phase classification by tensorial kernel support vector machine

N Sadoune - 2024 - edoc.ub.uni-muenchen.de
The determination of the ground state phase diagram of strongly interacting many-body
system is an inherently hard problem. With exception of few models, analytical as well as …

Spin liquids on the centred pyrochlore lattice

RP Nutakki - 2023 - edoc.ub.uni-muenchen.de
The study of both classical and quantum spin models on geometrically frustrated lattices has
proven fertile ground for the theoretical discovery of states of matter beyond Landau's …