activity
20192021
most citedSingle Node Injection Attack against Graph Neural Networks

67 citations · 73 across the 5 of their papers we have counts for

collaborators

6 papers

cs.LG202167 cited

Single Node Injection Attack against Graph Neural Networks

Shuchang Tao, Qi Cao, Huawei Shen +3

Node injection attack on Graph Neural Networks (GNNs) is an emerging and practical attack scenario that the attacker injects malicious nodes rather than modifying original nodes or…

cs.SI2021

Signed Bipartite Graph Neural Networks

Junjie Huang, Huawei Shen, Qi Cao +2

Signed networks are such social networks having both positive and negative links. A lot of theories and algorithms have been developed to model such networks (e.g., balance theory)…

cs.SI2020

How Medical Crowdfunding Helps People? A Large-scale Case Study on Waterdrop Fundraising

Junjie Huang, Huawei Shen, Qi Cao +2

While online medical crowdfunding achieved tremendous success, quantitative study about whether and how medical crowdfunding helps people remains little explored. In this paper, we…

cs.LG2020

Label-Consistency based Graph Neural Networks for Semi-supervised Node Classification

Bingbing Xu, Junjie Huang, Liang Hou +3

Graph neural networks (GNNs) achieve remarkable success in graph-based semi-supervised node classification, leveraging the information from neighboring nodes to improve the represe…

cs.CY20196 cited

Computing Lens for Exploring the Historical People's Social Network

Junjie Huang, Tiejian Luo

A typical social research topic is to figure out the influential people's relationship and its weights. It is very tedious for social scientists to solve those problems by studying…

cs.SI2019

Signed Graph Attention Networks

Junjie Huang, Huawei Shen, Liang Hou +1

Graph or network data is ubiquitous in the real world, including social networks, information networks, traffic networks, biological networks and various technical networks. The no…