most citedDIG: A Turnkey Library for Diving into Graph Deep Learning Research

57 citations · 118 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2021★ 57 cited

DIG: A Turnkey Library for Diving into Graph Deep Learning Research

Meng Liu, Youzhi Luo, Limei Wang +13

Although there exist several libraries for deep learning on graphs, they are aiming at implementing basic operations for graph deep learning. In the research community, implementin…

cs.LG2021★ 31 cited

Spherical Message Passing for 3D Graph Networks

Yi Liu, Limei Wang, Meng Liu +3

We consider representation learning of 3D molecular graphs in which each atom is associated with a spatial position in 3D. This is an under-explored area of research, and a princip…

cs.LG2021★ 20 cited

GraphEBM: Molecular Graph Generation with Energy-Based Models

Meng Liu, Keqiang Yan, Bora Oztekin +1

We note that most existing approaches for molecular graph generation fail to guarantee the intrinsic property of permutation invariance, resulting in unexpected bias in generative…

cs.CY2021★ 1 cited

Unveiling Spatial Patterns of Disaster Impacts and Recovery Using Credit Card Transaction Variances

Faxi Yuan, Amir Esmalian, Bora Oztekin +1

The objective of this study is to examine spatial patterns of impacts and recovery of communities based on variances in credit card transactions. Such variances could capture the c…

physics.soc-ph2021★ 4 cited

Unraveling the Dynamic Importance of County-level Features in Trajectory of COVID-19

Qingchun Li, Yang Yang, Wangqiu Wang +6

The objective of this study was to investigate the importance of multiple county-level features in the trajectory of COVID-19. We examined feature importance across 2,787 counties…

physics.soc-ph2020★ 5 cited

Effects of Population Co-location Reduction on Cross-county Transmission Risk of COVID-19 in the United States

Chao Fan, Sanghyeon Lee, Yang Yang +3

The rapid spread of COVID-19 in the United States has imposed a major threat to public health, the real economy, and human well-being. With the absence of effective vaccines, the p…