152 citations · 592 across the 26 of their papers we have counts for
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physics.comp-ph2020★ 4 cited
Inferring Hidden Symmetries of Exotic Magnets from Detecting Explicit Order Parameters
Nihal Rao, Ke Liu, Lode Pollet
An unconventional magnet may be mapped onto a simple ferromagnet by the existence of a high-symmetry point. Knowledge of conventional ferromagnetic systems may then be carried over…
cond-mat.str-el2020
The view of TK-SVM on the phase hierarchy in the classical kagome Heisenberg antiferromagnet
Jonas Greitemann, Ke Liu, Lode Pollet
We illustrate how the tensorial kernel support vector machine (TK-SVM) can probe the hidden multipolar orders and emergent local constraint in the classical kagome Heisenberg antif…
cond-mat.str-el2020★ 30 cited
Revealing the Phase Diagram of Kitaev Materials by Machine Learning: Cooperation and Competition between Spin Liquids
Ke Liu, Nicolas Sadoune, Nihal Rao +2
Kitaev materials are promising materials for hosting quantum spin liquids and investigating the interplay of topological and symmetry-breaking phases. We use an unsupervised and in…