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Topology-aware Generalization of Decentralized SGD



Tongtian Zhu , Fengxiang He , Lan Zhang , Zhengyang Niu , Mingli Song , Dacheng Tao

* Accepted for publication in ICML 2022 

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Understanding deep learning via decision boundary



Shiye Lei , Fengxiang He , Yancheng Yuan , Dacheng Tao

* 23 pages, 7 figures 

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DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training



Rong Dai , Li Shen , Fengxiang He , Xinmei Tian , Dacheng Tao

* To be published in ICML2022 

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VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization



Minghui Chen , Cheng Wen , Feng Zheng , Fengxiang He , Ling Shao

* Accepted by AAAI 2022 

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Robust Unlearnable Examples: Protecting Data Against Adversarial Learning



Shaopeng Fu , Fengxiang He , Yang Liu , Li Shen , Dacheng Tao

* In International Conference on Learning Representations, 2022 

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Knowledge Removal in Sampling-based Bayesian Inference



Shaopeng Fu , Fengxiang He , Dacheng Tao

* In International Conference on Learning Representations, 2022 

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Exploring High-Order Structure for Robust Graph Structure Learning



Guangqian Yang , Yibing Zhan , Jinlong Li , Baosheng Yu , Liu Liu , Fengxiang He


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Achieving Personalized Federated Learning with Sparse Local Models



Tiansheng Huang , Shiwei Liu , Li Shen , Fengxiang He , Weiwei Lin , Dacheng Tao


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Siamese Network with Interactive Transformer for Video Object Segmentation



Meng Lan , Jing Zhang , Fengxiang He , Lefei Zhang


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Visual Semantics Allow for Textual Reasoning Better in Scene Text Recognition



Yue He , Chen Chen , Jing Zhang , Juhua Liu , Fengxiang He , Chaoyue Wang , Bo Du

* Accepted by AAAI-22 

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