most citedData compression for quantum machine learning

55 citations · 140 across the 7 of their papers we have counts for

collaborators

7 papers

quant-ph2023★ 1 cited

Dissipative phase transitions and passive error correction

Yu-Jie Liu, Simon Lieu

We classify different ways to passively protect classical and quantum information, i.e. we do not allow for syndrome measurements, in the context of local Lindblad models for spin…

quant-ph2023★ 3 cited

Bounds on Autonomous Quantum Error Correction

Oles Shtanko, Yu-Jie Liu, Simon Lieu +2

Autonomous quantum memories are a way to passively protect quantum information using engineered dissipation that creates an ``always-on'' decoder. We analyze Markovian autonomous d…

cond-mat.str-el2023★ 16 cited

Quantum phase transition between symmetry enriched topological phases in tensor-network states

Lukas Haller, Wen-Tao Xu, Yu-Jie Liu +1

Quantum phase transitions between different topologically ordered phases exhibit rich structures and are generically challenging to study in microscopic lattice models. In this wor…

quant-ph2022★ 38 cited

Model-Independent Learning of Quantum Phases of Matter with Quantum Convolutional Neural Networks

Yu-Jie Liu, Adam Smith, Michael Knap +1

Quantum convolutional neural networks (QCNNs) have been introduced as classifiers for gapped quantum phases of matter. Here, we propose a model-independent protocol for training QC…

quant-ph2022★ 25 cited

Magnon squeezing enhanced entanglement in a cavity magnomechanical system

Ming-Song Ding, Ying Shi, Yu-jie Liu +1

We investigate the generation of the entanglement in a cavity magnomechanical system, which consists of three modes: a magnon mode, a microwave cavity mode and a mechanical vibrati…

quant-ph2022★ 55 cited

Data compression for quantum machine learning

Rohit Dilip, Yu-Jie Liu, Adam Smith +1

The advent of noisy-intermediate scale quantum computers has introduced the exciting possibility of achieving quantum speedups in machine learning tasks. These devices, however, ar…

quant-ph2022★ 2 cited

Candidate for a passively protected quantum memory in two dimensions

Simon Lieu, Yu-Jie Liu, Alexey V. Gorshkov

An interesting problem in the field of quantum error correction involves finding a physical system that hosts a ``passively protected quantum memory,'' defined as an encoded qubit…