2 papers
cond-mat.stat-mech2021
Boltzmann machines as two-dimensional tensor networks
Sujie Li, Feng Pan, Pengfei Zhou +1
Restricted Boltzmann machines (RBM) and deep Boltzmann machines (DBM) are important models in machine learning, and recently found numerous applications in quantum many-body physic…
cond-mat.stat-mech2019
Phase transitions and optimal algorithms for semi-supervised classifications on graphs: from belief propagation to graph convolution network
Pengfei Zhou, Tianyi Li, Pan Zhang
We perform theoretical and algorithmic studies for the problem of clustering and semi-supervised classification on graphs with both pairwise relational information and single-point…