Publications

2024

1. ECML

   FCFL: A Fairness Compensation-based Federated Learning Scheme with Accumulated Queues

   Lingfu Wang, Zuobin Xiong, Chunguang Luo, and 2 more authors

   In European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2024

   Bib PDF

   @inproceedings{wang2024fcfl,
     title = {FCFL: A Fairness Compensation-based Federated Learning Scheme with Accumulated Queues},
     author = {Wang, Lingfu and Xiong, Zuobin and Luo, Chunguang and Li, Wei and Chen, Aiguo},
     booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
     pages = {},
     year = {2024},
     organization = {Springer},
   }

2. ICCCN

   Appro-Fun: Approximate Machine Unlearning in Federated Setting

   Zuobin Xiong, Wei Li, and Zhipeng Cai

   In 2024 International Conference on Computer Communications and Networks (ICCCN), 2024

   Bib PDF

   @inproceedings{xiong2024appro,
     title = {Appro-Fun: Approximate Machine Unlearning in Federated Setting},
     author = {Xiong, Zuobin and Li, Wei and Cai, Zhipeng},
     booktitle = {2024 International Conference on Computer Communications and Networks (ICCCN)},
     pages = {},
     year = {2024},
     organization = {IEEE},
   }

2023

1. ICDM

   Exact-Fun: An Exact and Efficient Federated Unlearning Approach

   Zuobin Xiong, Wei Li, Yingshu Li, and 1 more author

   In 2023 IEEE International Conference on Data Mining (ICDM), 2023

   Bib PDF

   @inproceedings{xiong2023exact,
     title = {Exact-Fun: An Exact and Efficient Federated Unlearning Approach},
     author = {Xiong, Zuobin and Li, Wei and Li, Yingshu and Cai, Zhipeng},
     booktitle = {2023 IEEE International Conference on Data Mining (ICDM)},
     pages = {},
     year = {2023},
     organization = {IEEE},
   }

2. ICDM

   Backdoor Attack on 3D Grey Image Segmentation

   Honghui Xu, Zhipeng Cai, Zuobin Xiong, and 1 more author

   In 2023 IEEE International Conference on Data Mining (ICDM), 2023

   Bib

   @inproceedings{xu2023backdoor,
     title = {Backdoor Attack on 3D Grey Image Segmentation},
     author = {Xu, Honghui and Cai, Zhipeng and Xiong, Zuobin and Li, Wei},
     booktitle = {2023 IEEE International Conference on Data Mining (ICDM)},
     pages = {},
     year = {2023},
     organization = {IEEE}
   }

3. WAIM

   PV-PATE: An Improved PATE for Deep Learning with Differential Privacy in Trusted Industrial Data Matrix

   Hongyu Hu, Qilong Han, Zhiqiang Ma, and 4 more authors

   2023

   Bib

   @article{hrben2023pvpate,
     title = {PV-PATE: An Improved PATE for Deep Learning with Differential Privacy in Trusted Industrial Data Matrix},
     booktitle = {The 7th APWeb-WAIM International Joint Conference on Web and Big Data},
     year = {2023},
     author = {Hu, Hongyu and Han, Qilong and Ma, Zhiqiang and Yan, Yukun and Xiong, Zuobin and Jiang, Linyu and Zhang, Yuemin},
     keywords = {Differential Privacy, Deep Learning, Trusted Industrial Data Matrix, Private Aggregation of Teacher Ensembles · Personalized
     Voting}
   }

4. HCC

   DEFEAT: A decentralized Federated Learning against gradient attacks

   Guangxi Lu, Zuobin Xiong, Ruinian Li, and 3 more authors

   High-Confidence Computing, 2023

   Bib

   @article{LU2023defeat,
     title = {DEFEAT: A decentralized Federated Learning against gradient attacks},
     journal = {High-Confidence Computing},
     pages = {100128},
     year = {2023},
     issn = {2667-2952},
     doi = {https://doi.org/10.1016/j.hcc.2023.100128},
     url = {https://www.sciencedirect.com/science/article/pii/S2667295223000260},
     author = {Lu, Guangxi and Xiong, Zuobin and Li, Ruinian and Mohammad, Nael and Li, Yingshu and Li, Wei},
     keywords = {Federated Learning, Peer to peer network, Privacy protection}
   }

5. WiCON

   Decentralized Federated Learning - A Defense Against Gradient Inversion Attack

   Guangxi Lu, Zuobin Xiong, Ruinian Li, and 1 more author

   In Wireless Internet 15th EAI International Conference, WiCON 2022, Virtual Event, November 2022, Proceedings, 2023

   Bib

   @inproceedings{lu2023decentralized,
     title = {Decentralized Federated Learning - A Defense Against Gradient Inversion Attack},
     author = {Lu, Guangxi and Xiong, Zuobin and Li, Ruinian and Li, Wei},
     booktitle = {Wireless Internet 15th EAI International Conference, WiCON 2022, Virtual Event, November 2022, Proceedings},
     pages = {44--56},
     year = {2023},
     organization = {Springer}
   }

6. AAAI

   Federated Generative Model on Multi-Source Heterogeneous Data in IoT

   Zuobin Xiong, Wei Li, and Zhipeng Cai

   In The 37-th AAAI Conference on Artificial Intelligence, 2023

   Bib PDF

   @inproceedings{xiong23federated,
     title = {Federated Generative Model on Multi-Source Heterogeneous Data in IoT},
     author = {Xiong, Zuobin and Li, Wei and Cai, Zhipeng},
     booktitle = {The 37-th AAAI Conference on Artificial Intelligence},
     year = {2023},
     organization = {AAAI}
   }

2022

1. SEKE

   Exp-SoftLexicon Lattice Model Integrating Radical-Level Features for Chinese NER

   Lijie Li, Shuangyang Hu, Junhao Chen, and 2 more authors

   2022

   Bib

   @article{liexp,
     title = {Exp-SoftLexicon Lattice Model Integrating Radical-Level Features for Chinese NER},
     author = {Li, Lijie and Hu, Shuangyang and Chen, Junhao and Wang, Ye and Xiong, Zuobin},
     year = {2022},
     booktitle = {The 34th International Conference on Software Engineering & Knowledge Engineering}
   }

2. SmartData

   A Self-Supervised Purification Mechanism for Adversarial Samples

   Bingyi Xie, Honghui Xu, Zuobin Xiong, and 2 more authors

   In 2022 IEEE International Conferences on Internet of Things (iThings) and IEEE Green Computing & Communications (GreenCom) and IEEE Cyber, Physical & Social Computing (CPSCom) and IEEE Smart Data (SmartData) and IEEE Congress on Cybermatics (Cybermatics), 2022

   Bib

   @inproceedings{xie2022self,
     title = {A Self-Supervised Purification Mechanism for Adversarial Samples},
     author = {Xie, Bingyi and Xu, Honghui and Xiong, Zuobin and Li, Yingshu and Cai, Zhipeng},
     booktitle = {2022 IEEE International Conferences on Internet of Things (iThings) and IEEE Green Computing \& Communications (GreenCom) and IEEE Cyber, Physical \& Social Computing (CPSCom) and IEEE Smart Data (SmartData) and IEEE Congress on Cybermatics (Cybermatics)},
     pages = {501--509},
     year = {2022},
     organization = {IEEE}
   }

3. GLOBECOM

   Pairwise Gaussian Graph Convolutional Networks - Defense Against Graph Adversarial Attack

   Guangxi Lu, Zuobin Xiong, Jing Meng, and 1 more author

   In GLOBECOM 2022-2022 IEEE Global Communications Conference, 2022

   Bib

   @inproceedings{lu2022pairwise,
     title = {Pairwise Gaussian Graph Convolutional Networks - Defense Against Graph Adversarial Attack},
     author = {Lu, Guangxi and Xiong, Zuobin and Meng, Jing and Li, Wei},
     booktitle = {GLOBECOM 2022-2022 IEEE Global Communications Conference},
     pages = {4371--4376},
     year = {2022},
     organization = {IEEE}
   }

4. WWWJ

   Personalized Sampling Graph Collection with Local Differential Privacy for Link Prediction

   Linyu Jiang, Yukun Yan, Zhihong Tian, and 2 more authors

   2022

   Bib

   @article{jiang2022personalized,
     title = {Personalized Sampling Graph Collection with Local Differential Privacy for Link Prediction},
     author = {Jiang, Linyu and Yan, Yukun and Tian, Zhihong and Xiong, Zuobin and Han, Qilong},
     year = {2022}
   }

5. TDSC

   Towards neural network-based communication system - attack and defense

   Zuobin Xiong, Zhipeng Cai, Chunqiang Hu, and 2 more authors

   IEEE Transactions on Dependable and Secure Computing, 2022

   Bib HTML

   @article{xiong2022towards,
     title = {Towards neural network-based communication system - attack and defense},
     author = {Xiong, Zuobin and Cai, Zhipeng and Hu, Chunqiang and Takabi, Daniel and Li, Wei},
     journal = {IEEE Transactions on Dependable and Secure Computing},
     year = {2022},
     publisher = {IEEE}
   }

2021

1. TVT

   Multi-source adversarial sample attack on autonomous vehicles

   Zuobin Xiong, Honghui Xu, Wei Li, and 1 more author

   IEEE Transactions on Vehicular Technology, 2021

   Bib

   @article{xiong2021multi,
     title = {Multi-source adversarial sample attack on autonomous vehicles},
     author = {Xiong, Zuobin and Xu, Honghui and Li, Wei and Cai, Zhipeng},
     journal = {IEEE Transactions on Vehicular Technology},
     volume = {70},
     number = {3},
     pages = {2822--2835},
     year = {2021},
     publisher = {IEEE}
   }

2. AdHoc

   Gated recurrent unit-based parallel network traffic anomaly detection using subagging ensembles

   Xiaoling Tao, Yang Peng, Feng Zhao, and 4 more authors

   Ad Hoc Networks, 2021

   Bib

   @article{tao2021gated,
     title = {Gated recurrent unit-based parallel network traffic anomaly detection using subagging ensembles},
     author = {Tao, Xiaoling and Peng, Yang and Zhao, Feng and Yang, Changsong and Qiang, Baohua and Wang, Yufeng and Xiong, Zuobin},
     journal = {Ad Hoc Networks},
     volume = {116},
     pages = {102465},
     year = {2021},
     publisher = {Elsevier}
   }

3. CSUR

   Generative adversarial networks; A survey toward private and secure applications

   Zhipeng Cai, Zuobin Xiong, Honghui Xu, and 3 more authors

   ACM Computing Surveys (CSUR), 2021

   Bib HTML

   @article{cai2021generative,
     title = {Generative adversarial networks; A survey toward private and secure applications},
     author = {Cai, Zhipeng and Xiong, Zuobin and Xu, Honghui and Wang, Peng and Li, Wei and Pan, Yi},
     journal = {ACM Computing Surveys (CSUR)},
     volume = {54},
     number = {6},
     pages = {1--38},
     year = {2021},
     publisher = {ACM New York, NY, USA},
   }

4. TII

   Privacy threat and defense for federated learning with non-iid data in AIoT

   Zuobin Xiong, Zhipeng Cai, Daniel Takabi, and 1 more author

   IEEE Transactions on Industrial Informatics, 2021

   Bib HTML

   @article{xiong2021privacy,
     title = {Privacy threat and defense for federated learning with non-iid data in AIoT},
     author = {Xiong, Zuobin and Cai, Zhipeng and Takabi, Daniel and Li, Wei},
     journal = {IEEE Transactions on Industrial Informatics},
     volume = {18},
     number = {2},
     pages = {1310--1321},
     year = {2021},
     publisher = {IEEE},
   }

5. WCMC

   CGPP-POI - A Recommendation Model Based on Privacy Protection

   Gesu Li, Guisheng Yin, Zuobin Xiong, and 1 more author

   Wireless Communications and Mobile Computing, 2021

   Bib

   @article{li2021cgpp,
     title = {CGPP-POI - A Recommendation Model Based on Privacy Protection},
     author = {Li, Gesu and Yin, Guisheng and Xiong, Zuobin and Chen, Fukun},
     journal = {Wireless Communications and Mobile Computing},
     volume = {2021},
     pages = {1--20},
     year = {2021},
     publisher = {Hindawi Limited}
   }

6. IoT-J

   Top-k Socially Constrained Spatial Keyword Search in Large SIoT Networks

   Jinbao Wang, Zuobin Xiong, Qilong Han, and 2 more authors

   IEEE Internet of Things Journal, 2021

   Bib

   @article{wang2021top,
     title = {Top-k Socially Constrained Spatial Keyword Search in Large SIoT Networks},
     author = {Wang, Jinbao and Xiong, Zuobin and Han, Qilong and Han, Xixian and Yang, Donghua},
     journal = {IEEE Internet of Things Journal},
     volume = {9},
     number = {12},
     pages = {9280--9289},
     year = {2021},
     publisher = {IEEE}
   }

2020

1. TII

   ADGAN - Protect your location privacy in camera data of auto-driving vehicles

   Zuobin Xiong, Zhipeng Cai, Qilong Han, and 2 more authors

   IEEE Transactions on Industrial Informatics, 2020

   Bib

   @article{xiong2020adgan,
     title = {ADGAN - Protect your location privacy in camera data of auto-driving vehicles},
     author = {Xiong, Zuobin and Cai, Zhipeng and Han, Qilong and Alrawais, Arwa and Li, Wei},
     journal = {IEEE Transactions on Industrial Informatics},
     volume = {17},
     number = {9},
     pages = {6200--6210},
     year = {2020},
     publisher = {IEEE}
   }

2019

1. ICDM

   Privacy-preserving auto-driving - a GAN-based approach to protect vehicular camera data

   Zuobin Xiong, Wei Li, Qilong Han, and 1 more author

   In 2019 IEEE International Conference on Data Mining (ICDM), 2019

   Bib

   @inproceedings{xiong2019privacy,
     title = {Privacy-preserving auto-driving - a GAN-based approach to protect vehicular camera data},
     author = {Xiong, Zuobin and Li, Wei and Han, Qilong and Cai, Zhipeng},
     booktitle = {2019 IEEE International Conference on Data Mining (ICDM)},
     pages = {668--677},
     year = {2019},
     organization = {IEEE}
   }

2018

1. SCN

   Research on trajectory data releasing method via differential privacy based on spatial partition

   Qilong Han, Zuobin Xiong, Kejia Zhang, and 1 more author

   Security and Communication Networks, 2018

   Bib

   @article{han2018research,
     title = {Research on trajectory data releasing method via differential privacy based on spatial partition},
     author = {Han, Qilong and Xiong, Zuobin and Zhang, Kejia and others},
     journal = {Security and Communication Networks},
     volume = {2018},
     year = {2018},
     publisher = {Hindawi}
   }