101 citations · 287 across the 15 of their papers we have counts for
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cond-mat.str-el2021★ 1 cited
Unsupervised Learning of Symmetry Protected Topological Phase Transitions
En-Jui Kuo, Hossein Dehghani
Symmetry-protected topological (SPT) phases are short-range entangled phases of matter with a non-local order parameter which are preserved under a local symmetry group. Here, by u…
cond-mat.str-el2021
Decoding conformal field theories: from supervised to unsupervised learning
En-Jui Kuo, Alireza Seif, Rex Lundgren +2
We use machine learning to classify rational two-dimensional conformal field theories. We first use the energy spectra of these minimal models to train a supervised learning algori…
quant-ph2021★ 37 cited
Quantum Architecture Search via Deep Reinforcement Learning
En-Jui Kuo, Yao-Lung L. Fang, Samuel Yen-Chi Chen
Recent advances in quantum computing have drawn considerable attention to building realistic application for and using quantum computers. However, designing a suitable quantum circ…