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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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TDGIA:Effective Injection Attacks on Graph Neural Networks



Xu Zou , Qinkai Zheng , Yuxiao Dong , Xinyu Guan , Evgeny Kharlamov , Jialiang Lu , Jie Tang

* KDD 2021 research track paper 

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GIPA: General Information Propagation Algorithm for Graph Learning



Qinkai Zheng , Houyi Li , Peng Zhang , Zhixiong Yang , Guowei Zhang , Xintan Zeng , Yongchao Liu

* 4 pages, 1 figure, technical report 

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Mitigating Advanced Adversarial Attacks with More Advanced Gradient Obfuscation Techniques



Han Qiu , Yi Zeng , Qinkai Zheng , Tianwei Zhang , Meikang Qiu , Gerard Memmi


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Investigating Image Applications Based on Spatial-Frequency Transform and Deep Learning Techniques



Qinkai Zheng , Han Qiu , Gerard Memmi , Isabelle Bloch


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