278 citations · 1.5k across the 25 of their papers we have counts for
3 papers · 2 filters
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…
Time Evolution of Uniform Sequential Circuits
Nikita Astrakhantsev, Sheng-Hsuan Lin, Frank Pollmann +1
Simulating time evolution of generic quantum many-body systems using classical numerical approaches has an exponentially growing cost either with evolution time or with the system…
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…