Ze Ye

2 accepted papers

2020

Curvature Graph Network

Ze Ye, Kin Sum Liu, Tengfei Ma, Jie Gao, Chao Chen

ICLR 2020poster

Graph-structured data is prevalent in many domains. Despite the widely celebrated success of deep neural networks, their power in graph-structured data is yet to be fully explored. We propose a novel network architecture that incorporates advanced graph structural features. In particular, we leverag…

Cited by 84 Source ↗Scholar ↗

2020

Persistence Enhanced Graph Neural Network

Qi Zhao, Ze Ye, Chao Chen, Yusu Wang

AISTATS 2020poster

Local structural information can increase the adaptability of graph convolutional networks to large graphs with heterogeneous topology. Existing methods only use relatively simplistic topological information, such as node degrees.We present a novel approach leveraging advanced topological informatio…

Cited by 101 Source ↗PDF ↗Scholar ↗