261 citations · 1.1k across the 12 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
quant-ph2019★ 6 cited
Solving Quantum Statistical Mechanics with Variational Autoregressive Networks and Quantum Circuits
Jin-Guo Liu, Liang Mao, Pan Zhang +1
We extend the ability of unitary quantum circuits by interfacing it with classical autoregressive neural networks. The combined model parametrizes a variational density matrix as a…
quant-ph2019★ 131 cited
Yao.jl: Extensible, Efficient Framework for Quantum Algorithm Design
Xiu-Zhe Luo, Jin-Guo Liu, Pan Zhang +1
We introduce Yao, an extensible, efficient open-source framework for quantum algorithm design. Yao features generic and differentiable programming of quantum circuits. It achieves…
stat.ML2019★ 126 cited
Tree Tensor Networks for Generative Modeling
Song Cheng, Lei Wang, Tao Xiang +1
Matrix product states (MPS), a tensor network designed for one-dimensional quantum systems, has been recently proposed for generative modeling of natural data (such as images) in t…