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UniCR: Universally Approximated Certified Robustness via Randomized Smoothing


Jul 10, 2022
Hanbin Hong, Binghui Wang, Yuan Hong

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* Accepted by ECCV2022 

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NeuGuard: Lightweight Neuron-Guided Defense against Membership Inference Attacks


Jun 11, 2022
Nuo Xu, Binghui Wang, Ran Ran, Wujie Wen, Parv Venkitasubramaniam

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Bandits for Structure Perturbation-based Black-box Attacks to Graph Neural Networks with Theoretical Guarantees


May 07, 2022
Binghui Wang, Youqi Li, Pan Zhou

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* Accepted by CVPR 2022 Oral presentation 

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Detecting Gender Bias in Transformer-based Models: A Case Study on BERT


Oct 15, 2021
Bingbing Li, Hongwu Peng, Rajat Sainju, Junhuan Yang, Lei Yang, Yueying Liang, Weiwen Jiang, Binghui Wang, Hang Liu, Caiwen Ding

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A Hard Label Black-box Adversarial Attack Against Graph Neural Networks


Aug 21, 2021
Jiaming Mu, Binghui Wang, Qi Li, Kun Sun, Mingwei Xu, Zhuotao Liu

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Privacy-Preserving Representation Learning on Graphs: A Mutual Information Perspective


Jul 03, 2021
Binghui Wang, Jiayi Guo, Ang Li, Yiran Chen, Hai Li

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* Accepted by SIGKDD'21 

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Towards Adversarial Patch Analysis and Certified Defense against Crowd Counting


Apr 22, 2021
Qiming Wu, Zhikang Zou, Pan Zhou, Xiaoqing Ye, Binghui Wang, Ang Li

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Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks


Dec 25, 2020
Binghui Wang, Jinyuan Jia, Neil Zhenqiang Gong

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* Accepted by AAAI 2021 

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