Postdoc
Department of Computer Science
City University Hong Kong
Tat Chee Avenue, Kowloon, Hong Kong SAR
Email:
yufei
Hi! I am currently a postdoc at City University of Hong Kong, supervised by Prof. Cong Wang. I received my dual Ph.D. from City University of Hong Kong and Xi’an Jiaotong Univeristy, where I was fortunate to be supervised by Prof. Cong Wang and Prof. Chao Shen. Meanwhile, during my Ph.D. journey, I was privileged to work closely with Yang Zhang, Dr. Yun Shen, and Prof. Kang Li. I also had a wonderful time in Qihoo 360 as a research intern in 2018. Before that, I obtained B.Eng. and B.B.A. from Xi’an Jiaotong University.
My research lies at the intersection of cybersecurity and AI. Currently, I am focused on analyzing new attack surfaces introduced by AI components and exploring how AI can be leveraged to enhance existing security measures.
Xuanqi Gao, Juan Zhai, Shiqing Ma, Chao Shen, Yufei Chen, and Shiwei Wang. CILIATE: Towards Fairer Class-Based Incremental Learning by Dataset and Training Refinement, in The 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA), 2023.
Kaidi Jin, Tianwei Zhang, Chao Shen, Yufei Chen, Ming Fan, Chenhao Lin, and Ting Liu. Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?, IEEE Transactions on Dependable and Secure Computing (TDSC), vol. 20, no. 4, 2023.
Yufei Chen, Chao Shen, Yun Shen, Cong Wang, and Yang Zhang. Amplifying Membership Exposure via Data Poisoning, in The 36th Annual Conference on Neural Information Processing Systems (NeurIPS), 2022.
Yufei Chen, Chao Shen, Cong Wang, and Yang Zhang. Teacher Model Fingerprinting Attacks Against Transfer Learning, in The 31st USENIX Security Symposium (USENIX Security), 2022.
Xuanqi Gao, Juan Zhai, Shiqing Ma, Chao Shen, Yufei Chen, and Qian Wang. FairNeuron: Improving Deep Neural Network Fairness with Adversary Games on Selective Neurons, in The 44th International Conference on Software Engineering (ICSE), 2022.
Junhao Zhou*, Yufei Chen*, Chao Shen, and Yang Zhang. Property Inference Attacks Against GANs, in The Network and Distributed System Security Symposium (NDSS), 2022. (*: co-first authors)
Yufei Chen, Chao Shen, Cong Wang, Qixue Xiao, Kang Li, and Yu Chen. Scaling Camouflage: Content Disguising Attack Against Computer Vision Applications, IEEE Transactions on Dependable and Secure Computing (TDSC), vol. 28, no. 5, 2021.
Qixue Xiao*, Yufei Chen*, Chao Shen, Yu Chen, and Kang Li. Seeing is Not Believing: Camouflage Attacks on Image Scaling Algorithms, in The 28th USENIX Security Symposium (USENIX Security), 2019. (*: co-first authors)
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