126 citations · 126 across the 1 of their papers we have counts for
3 papers
cs.CV2020
Supervised Learning with Projected Entangled Pair States
Song Cheng, Lei Wang, Pan Zhang
Tensor networks, a model that originated from quantum physics, has been gradually generalized as efficient models in machine learning in recent years. However, in order to achieve…
cs.LG2019
Compressing deep neural networks by matrix product operators
Ze-Feng Gao, Song Cheng, Rong-Qiang He +4
A deep neural network is a parametrization of a multilayer mapping of signals in terms of many alternatively arranged linear and nonlinear transformations. The linear transformatio…
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…