322 citations · 1k across the 47 of their papers we have counts for
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cs.LG2022
Towards Higher-order Topological Consistency for Unsupervised Network Alignment
Qingqiang Sun, Xuemin Lin, Ying Zhang +2
Network alignment task, which aims to identify corresponding nodes in different networks, is of great significance for many subsequent applications. Without the need for labeled an…
cs.LG2017★ 6 cited
Complex Structure Leads to Overfitting: A Structure Regularization Decoding Method for Natural Language Processing
Xu Sun, Weiwei Sun, Shuming Ma +4
Recent systems on structured prediction focus on increasing the level of structural dependencies within the model. However, our study suggests that complex structures entail high o…
cs.LG2016★ 58 cited
On Multiplicative Integration with Recurrent Neural Networks
Yuhuai Wu, Saizheng Zhang, Ying Zhang +2
We introduce a general and simple structural design called Multiplicative Integration (MI) to improve recurrent neural networks (RNNs). MI changes the way in which information from…