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Trustworthy AI: A Computational Perspective


Jul 12, 2021
Haochen Liu, Yiqi Wang, Wenqi Fan, Xiaorui Liu, Yaxin Li, Shaili Jain, Anil K. Jain, Jiliang Tang

* 54 pages. arXiv admin note: text overlap with arXiv:1512.04150, arXiv:1602.04938 by other authors 

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Elastic Graph Neural Networks


Jul 05, 2021
Xiaorui Liu, Wei Jin, Yao Ma, Yaxin Li, Hua Liu, Yiqi Wang, Ming Yan, Jiliang Tang

* ICML 2021 (International Conference on Machine Learning) 

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Node Similarity Preserving Graph Convolutional Networks


Nov 19, 2020
Wei Jin, Tyler Derr, Yiqi Wang, Yao Ma, Zitao Liu, Jiliang Tang

* WSDM 2021 

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Mitigating Gender Bias for Neural Dialogue Generation with Adversarial Learning


Sep 28, 2020
Haochen Liu, Wentao Wang, Yiqi Wang, Hui Liu, Zitao Liu, Jiliang Tang

* Accepted by EMNLP 2020 

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Graph Convolutional Networks against Degree-Related Biases


Jun 28, 2020
Xianfeng Tang, Huaxiu Yao, Yiwei Sun, Yiqi Wang, Jiliang Tang, Charu Aggarwal, Prasenjit Mitra, Suhang Wang

* Preprint, under review 

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Self-supervised Learning on Graphs: Deep Insights and New Direction


Jun 17, 2020
Wei Jin, Tyler Derr, Haochen Liu, Yiqi Wang, Suhang Wang, Zitao Liu, Jiliang Tang


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Non-IID Graph Neural Networks


May 22, 2020
Yiqi Wang, Yao Ma, Charu Aggarwal, Jiliang Tang


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Adversarial Attacks and Defenses on Graphs: A Review and Empirical Study


Mar 03, 2020
Wei Jin, Yaxin Li, Han Xu, Yiqi Wang, Jiliang Tang

* 22 pages, 7 figures 

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