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A Unified Continuous Learning Framework for Multi-modal Knowledge Discovery and Pre-training



Zhihao Fan , Zhongyu Wei , Jingjing Chen , Siyuan Wang , Zejun Li , Jiarong Xu , Xuanjing Huang


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DropMessage: Unifying Random Dropping for Graph Neural Networks



Taoran Fang , Zhiqing Xiao , Chunping Wang , Jiarong Xu , Xuan Yang , Yang Yang


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Graph Robustness Benchmark: Benchmarking the Adversarial Robustness of Graph Machine Learning



Qinkai Zheng , Xu Zou , Yuxiao Dong , Yukuo Cen , Da Yin , Jiarong Xu , Yang Yang , Jie Tang

* 21 pages, 12 figures, NeurIPS 2021 Datasets and Benchmarks Track 

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Query-free Black-box Adversarial Attacks on Graphs



Jiarong Xu , Yizhou Sun , Xin Jiang , Yanhao Wang , Yang Yang , Chunping Wang , Jiangang Lu


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Unsupervised Adversarially-Robust Representation Learning on Graphs



Jiarong Xu , Junru Chen , Yang Yang , Yizhou Sun , Chunping Wang , Jiangang Lu


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