132 citations · 443 across the 43 of their papers we have counts for
5 papers · 1 filter
GC-LSTM: Graph Convolution Embedded LSTM for Dynamic Link Prediction
Jinyin Chen, Xueke Wang, Xuanheng Xu
Dynamic link prediction is a research hot in complex networks area, especially for its wide applications in biology, social network, economy and industry. Compared with static link…
FineFool: Fine Object Contour Attack via Attention
Jinyin Chen, Haibin Zheng, Hui Xiong +1
Machine learning models have been shown vulnerable to adversarial attacks launched by adversarial examples which are carefully crafted by attacker to defeat classifiers. Deep learn…
GA Based Q-Attack on Community Detection
Jinyin Chen, Lihong Chen, Yixian Chen +4
Community detection plays an important role in social networks, since it can help to naturally divide the network into smaller parts so as to simplify network analysis. However, on…
Link Prediction Adversarial Attack
Jinyin Chen, Ziqiang Shi, Yangyang Wu +2
Deep neural network has shown remarkable performance in solving computer vision and some graph evolved tasks, such as node classification and link prediction. However, the vulnerab…
Fast Gradient Attack on Network Embedding
Jinyin Chen, Yangyang Wu, Xuanheng Xu +3
Network embedding maps a network into a low-dimensional Euclidean space, and thus facilitate many network analysis tasks, such as node classification, link prediction and community…