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Achieving Linear Speedup with Partial Worker Participation in Non-IID Federated Learning



Haibo Yang , Minghong Fang , Jia Liu

* Published as a conference paper at ICLR 2021, final version 

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Data Poisoning Attacks and Defenses to Crowdsourcing Systems



Minghong Fang , Minghao Sun , Qi Li , Neil Zhenqiang Gong , Jin Tian , Jia Liu

* To appear in the Web Conference 2021 (WWW '21) 

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FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping



Xiaoyu Cao , Minghong Fang , Jia Liu , Neil Zhenqiang Gong

* To appear in NDSS 2021 

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Toward Low-Cost and Stable Blockchain Networks



Minghong Fang , Jia Liu

* Accepted by IEEE ICC 2020 

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Influence Function based Data Poisoning Attacks to Top-N Recommender Systems



Minghong Fang , Neil Zhenqiang Gong , Jia Liu

* Accepted by WWW 2020; This is technical report version 

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Private and Communication-Efficient Edge Learning: A Sparse Differential Gaussian-Masking Distributed SGD Approach



Xin Zhang , Minghong Fang , Jia Liu , Zhengyuan Zhu


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