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Understanding and Testing Generalization of Deep Networks on Out-of-Distribution Data


Nov 19, 2021
Rui Hu, Jitao Sang, Jinqiang Wang, Rui Hu, Chaoquan Jiang


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Learning to Learn a Cold-start Sequential Recommender


Oct 18, 2021
Xiaowen Huang, Jitao Sang, Jian Yu, Changsheng Xu


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Knowledge Graph-enhanced Sampling for Conversational Recommender System


Oct 13, 2021
Mengyuan Zhao, Xiaowen Huang, Lixi Zhu, Jitao Sang, Jian Yu


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Benign Adversarial Attack: Tricking Algorithm for Goodness


Jul 26, 2021
Xian Zhao, Jiaming Zhang, Zhiyu Lin, Jitao Sang

* Preprint. Under review 

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Pre-training also Transfers Non-Robustness


Jun 21, 2021
Jiaming Zhang, Jitao Sang, Qi Yi, Huiwen Dong, Jian Yu


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An Experimental Study of Semantic Continuity for Deep Learning Models


Nov 19, 2020
Shangxi Wu, Jitao Sang, Xian Zhao, Lizhang Chen


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Towards Accuracy-Fairness Paradox: Adversarial Example-based Data Augmentation for Visual Debiasing


Aug 13, 2020
Yi Zhang, Jitao Sang


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Adversarial Privacy-preserving Filter


Aug 04, 2020
Jiaming Zhang, Jitao Sang, Xian Zhao, Xiaowen Huang, Yanfeng Sun, Yongli Hu

* Accepted by ACM Multimedia 2020 

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MMCGAN: Generative Adversarial Network with Explicit Manifold Prior


Jun 18, 2020
Guanhua Zheng, Jitao Sang, Changsheng Xu


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Adaptive Adversarial Logits Pairing


May 25, 2020
Shangxi Wu, Jitao Sang, Kaiyuan Xu, Guanhua Zheng, Changsheng Xu


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A Generalization Theory based on Independent and Task-Identically Distributed Assumption


Nov 28, 2019
Guanhua Zheng, Jitao Sang, Houqiang Li, Jian Yu, Changsheng Xu

* 14 pages, 8 figures 

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blessing in disguise: Designing Robust Turing Test by Employing Algorithm Unrobustness


Apr 22, 2019
Jiaming Zhang, Jitao Sang, Kaiyuan Xu, Shangxi Wu, Yongli Hu, Yanfeng Sun, Jian Yu


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Attention, Please! Adversarial Defense via Attention Rectification and Preservation


Nov 24, 2018
Shangxi Wu, Jitao Sang, Kaiyuan Xu, Jiaming Zhang, Yanfeng Sun, Liping Jing, Jian Yu


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Understanding Deep Learning Generalization by Maximum Entropy


Nov 21, 2017
Guanhua Zheng, Jitao Sang, Changsheng Xu

* 13 pages,2 figures 

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