Search Results for author: Youru Li

Found 3 papers, 2 papers with code

Node-oriented Spectral Filtering for Graph Neural Networks

1 code implementation7 Dec 2022 Shuai Zheng, Zhenfeng Zhu, Zhizhe Liu, Youru Li, Yao Zhao

Graph neural networks (GNNs) have shown remarkable performance on homophilic graph data while being far less impressive when handling non-homophilic graph data due to the inherent low-pass filtering property of GNNs.

Node Classification

HGV4Risk: Hierarchical Global View-guided Sequence Representation Learning for Risk Prediction

1 code implementation15 Nov 2022 Youru Li, Zhenfeng Zhu, Xiaobo Guo, Shaoshuai Li, Yuchen Yang, Yao Zhao

Moreover, the hierarchical representations at both instance level and channel level can be coordinated by the heterogeneous information aggregation under the guidance of global view.

Graph Embedding Representation Learning +1

EA-LSTM: Evolutionary Attention-based LSTM for Time Series Prediction

no code implementations9 Nov 2018 Youru Li, Zhenfeng Zhu, Deqiang Kong, Hua Han, Yao Zhao

To address this issue, an evolutionary attention-based LSTM training with competitive random search is proposed for multivariate time series prediction.

Time Series Time Series Prediction

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