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Rethinking the Defense Against Free-rider Attack From the Perspective of Model Weight Evolving Frequency



Jinyin Chen , Mingjun Li , Tao Liu , Haibin Zheng , Yao Cheng , Changting Lin


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Finding Global Homophily in Graph Neural Networks When Meeting Heterophily



Xiang Li , Renyu Zhu , Yao Cheng , Caihua Shan , Siqiang Luo , Dongsheng Li , Weining Qian

* To appear in ICML 2022 

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DeepSensor: Deep Learning Testing Framework Based on Neuron Sensitivity



Haibo Jin , Ruoxi Chen , Haibin Zheng , Jinyin Chen , Zhenguang Liu , Qi Xuan , Yue Yu , Yao Cheng

* 8 pages 

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NeuronFair: Interpretable White-Box Fairness Testing through Biased Neuron Identification



Haibin Zheng , Zhiqing Chen , Tianyu Du , Xuhong Zhang , Yao Cheng , Shouling Ji , Jingyi Wang , Yue Yu , Jinyin Chen


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CatchBackdoor: Backdoor Testing by Critical Trojan Neural Path Identification via Differential Fuzzing



Haibo Jin , Ruoxi Chen , Jinyin Chen , Yao Cheng , Chong Fu , Ting Wang , Yue Yu , Zhaoyan Ming

* 13 pages 

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Where Does the Robustness Come from? A Study of the Transformation-based Ensemble Defence



Chang Liao , Yao Cheng , Chengfang Fang , Jie Shi

* the 13th ACM Workshop on Artificial Intelligence and Security 2020 
* The 27th ACM Conference on Computer and Communications Security (CCS) Workshop, AISec 2020 

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DeepMnemonic: Password Mnemonic Generation via Deep Attentive Encoder-Decoder Model



Yao Cheng , Chang Xu , Zhen Hai , Yingjiu Li

* Published in IEEE Transactions on Dependable and Secure Computing (TDSC) 

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