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Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals

Nov 23, 2020
Tsung-Yu Hsieh, Suhang Wang, Yiwei Sun, Vasant Honavar


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MALCOM: Generating Malicious Comments to Attack Neural Fake News Detection Models

Sep 27, 2020
Thai Le, Suhang Wang, Dongwon Lee

* Accepted at the 20th IEEE International Conference on Data Mining (ICDM 2020) 

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FairGNN: Eliminating the Discrimination in Graph Neural Networks with Limited Sensitive Attribute Information

Sep 03, 2020
Enyan Dai, Suhang Wang


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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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Knowing your FATE: Friendship, Action and Temporal Explanations for User Engagement Prediction on Social Apps

Jun 15, 2020
Xianfeng Tang, Yozen Liu, Neil Shah, Xiaolin Shi, Prasenjit Mitra, Suhang Wang

* Accepted to KDD 2020 Applied Data Science Track 

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Graph Structure Learning for Robust Graph Neural Networks

May 21, 2020
Wei Jin, Yao Ma, Xiaorui Liu, Xianfeng Tang, Suhang Wang, Jiliang Tang

* Accepted by KDD 2020 

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Ginger Cannot Cure Cancer: Battling Fake Health News with a Comprehensive Data Repository

Jan 27, 2020
Enyan Dai, Yiwei Sun, Suhang Wang


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Mining Disinformation and Fake News: Concepts, Methods, and Recent Advancements

Jan 02, 2020
Kai Shu, Suhang Wang, Dongwon Lee, Huan Liu

* Submitted as an introductory chapter for the edited book on "Fake News, Disinformation, and Misinformation in Social Media- Emerging Research Challenges and Opportunities", Springer Press 

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Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values

Nov 22, 2019
Xianfeng Tang, Huaxiu Yao, Yiwei Sun, Charu Aggarwal, Prasenjit Mitra, Suhang Wang

* Accepted by AAAI 2020 

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Why X rather than Y? Explaining Neural Model' Predictions by Generating Intervention Counterfactual Samples

Nov 05, 2019
Thai Le, Suhang Wang, Dongwon Lee


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Graph Few-shot Learning via Knowledge Transfer

Oct 07, 2019
Huaxiu Yao, Chuxu Zhang, Ying Wei, Meng Jiang, Suhang Wang, Junzhou Huang, Nitesh V. Chawla, Zhenhui Li

* Accepted by NeurIPS 2019 GRL workshop 

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Node Injection Attacks on Graphs via Reinforcement Learning

Sep 14, 2019
Yiwei Sun, Suhang Wang, Xianfeng Tang, Tsung-Yu Hsieh, Vasant Honavar

* Preprint, under review 

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Robust Graph Neural Network Against Poisoning Attacks via Transfer Learning

Aug 20, 2019
Xianfeng Tang, Yandong Li, Yiwei Sun, Huaxiu Yao, Prasenjit Mitra, Suhang Wang

* Preprint, under review 

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MEGAN: A Generative Adversarial Network for Multi-View Network Embedding

Aug 20, 2019
Yiwei Sun, Suhang Wang, Tsung-Yu Hsieh, Xianfeng Tang, Vasant Honavar

* Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, IJCAI-19 

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Attacking Graph Convolutional Networks via Rewiring

Jun 10, 2019
Yao Ma, Suhang Wang, Lingfei Wu, Jiliang Tang


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Graph Convolutional Networks with EigenPooling

May 18, 2019
Yao Ma, Suhang Wang, Charu C. Aggarwal, Jiliang Tang


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Feature Selection: A Data Perspective

Aug 26, 2018
Jundong Li, Kewei Cheng, Suhang Wang, Fred Morstatter, Robert P. Trevino, Jiliang Tang, Huan Liu

* ACM Computing Surveys (CSUR), 50(6): 94:1-94:45, 2017 

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Disentangled Variational Auto-Encoder for Semi-supervised Learning

Sep 15, 2017
Yang Li, Quan Pan, Suhang Wang, Haiyun Peng, Tao Yang, Erik Cambria

* 6 figures, 10 pages 

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Cross-Platform Emoji Interpretation: Analysis, a Solution, and Applications

Sep 14, 2017
Fred Morstatter, Kai Shu, Suhang Wang, Huan Liu


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Fake News Detection on Social Media: A Data Mining Perspective

Sep 03, 2017
Kai Shu, Amy Sliva, Suhang Wang, Jiliang Tang, Huan Liu

* ACM SIGKDD Explorations Newsletter, 2017 

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Hierarchical Attention Network for Action Recognition in Videos

Jul 21, 2016
Yilin Wang, Suhang Wang, Jiliang Tang, Neil O'Hare, Yi Chang, Baoxin Li


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