515 citations · 1.2k across the 19 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
cs.LG2020★ 7 cited
Topology-Aware Graph Pooling Networks
Hongyang Gao, Yi Liu, Shuiwang Ji
Pooling operations have shown to be effective on computer vision and natural language processing tasks. One challenge of performing pooling operations on graph data is the lack of…
cs.LG2020★ 515 cited
Towards Deeper Graph Neural Networks
Meng Liu, Hongyang Gao, Shuiwang Ji
Graph neural networks have shown significant success in the field of graph representation learning. Graph convolutions perform neighborhood aggregation and represent one of the mos…
cs.CV2020★ 35 cited
Kronecker Attention Networks
Hongyang Gao, Zhengyang Wang, Shuiwang Ji
Attention operators have been applied on both 1-D data like texts and higher-order data such as images and videos. Use of attention operators on high-order data requires flattening…