Chen's Publications

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Journal Papers

[NMI] Gaoyang Liu, Chen Wang, Tian Xia. Differential Privacy in AI: Shielding Sensitive Medical Imaging Data. Nature Machine Intelligence. Accepted for publication. DOI: 10.1038/s42256-024-00865-z. (News & Views)

[TMC] Chen Wang, Mengting Yuan, Yang Yang, Kai Peng, Hongbo Jiang. Revisiting Long- and Short-Term Preference Learning for Next POI Recommendation with Hierarchical LSTM. IEEE Transactions on Mobile Computing. Accepted for publication. DOI: 10.1109/TMC.2024.3417405.

[TIFS] Jian Chen, Yuan Gao, Gaoyang Liu, Ahmed M. Abdelmoniem, Chen Wang. Manipulating Pretrained Encoder for Targeted Poisoning Attacks in Contrastive Learning. IEEE Transactions on Information Forensics and Security. 2024, 19: 427-440.

[TIFS] Gaoyang Liu, Tianlong Xu, Rui Zhang, Zixiong Wang, Chen Wang, Ling Liu. Gradient-Leaks: Enabling Black-box Membership Inference Attacks against Machine Learning Models. IEEE Transactions on Information Forensics and Security. 2024, 19: 427-440.

[TMC] Haojun Huang, Fengxiang Ding, Hao Yin, Gaoyang Liu, Chen Wang, Dapeng Oliver Wu. EgoMUIL: Enhancing Spatio-temporal User Identity Linkage in Location-Based Social Networks with Ego-Mo Hypergraph. IEEE Transactions on Mobile Computing. 2024, 23(8): 8341-8354.

[TIFS] Gaoyang Liu, Zehao Tian, Jian Chen, Chen Wang, Jiangchuan Liu. TEAR: Exploring Temporal Evolution of Adversarial Robustness for Membership Inference Attacks against Federated Learning. IEEE Transactions on Information Forensics and Security. 2023, 18: 4996-5010.

[TIFS] Zehao Tian, Zixiong Wang, Ahmed M. Abdelmoniem, Gaoyang Liu, Chen Wang. Knowledge Representation of Training Data with Adversarial Examples Supporting Decision Boundary. IEEE Transactions on Information Forensics and Security. 2023, 18: 4116-4127.

[TDSC] Lan Liu, Yi Wang, Gaoyang Liu, Kai Peng, Chen Wang. Membership Inference Attacks against Machine Learning Models via Prediction Sensitivity. IEEE Transactions on Dependable and Secure Computing. 2023, 20(3): 2341-2347.

[TSC] Chen Wang, Mengting Yuan, Rui Zhang, Kai Peng, Ling Liu. Efficient Piont-of-Interest Recommendation Services with Heterogenous Hypergraph Embedding. IEEE Transactions on Services Computing. 2023, 16(2): 1132-1143.

[TMC] Xiaoqiang Ma, Fengxiang Ding, Kai Peng, Yang Yang, Chen Wang. CP-Link: Exploiting Continuous Spatio-Temporal Check-in Patterns for User Identity Linkage. IEEE Transactions on Mobile Computing. 2023, 22(8): 4594-4606.

[TII] Jian Chen, Yuan Gao, Jinyong Shan, Kai Peng, Chen Wang, Hongbo Jiang. Manipulating Supply Chain Demand Forecasting with Targeted Poisoning Attacks. IEEE Transactions on Industrial Informatics. 2023, 19(2): 1803-1813.

[NIS] Gaoyang Liu, Weiling Wu, Jinsheng Zhang, Chen Wang. Targeted Poisoning Attacks against Multimodal Contrastive Learning. Netinfo Security. 2023, 23(11): 69-83. (In Chinese, CN 31-1859/TN)

[TIFS] Gaoyang Liu, Tianlong Xu, Xiaoqiang Ma, Chen Wang. Your Model Trains on My Data? Protecting Intellectual Property of Training Data via Membership Fingerprint Authentication. IEEE Transactions on Information Forensics and Security. 2022, 17: 1024-1037.

[TII] Haojun Huang, Wang Miao, Zhaoxi Li, Jialin Tian, Chen Wang, Geyong Min. Enabling Energy Trading in Cooperative Microgrids: A Scalable Blockchain-based Approach with Redundant Data Exchange. IEEE Transactions on Industrial Informatics. 2022, 18(10): 7077-7085.

[TNSE] Zichuan Liu, Rui Zhang, Chen Wang, Zhu Xiao, Hongbo Jiang. Spatial-Temporal Conv-sequence Learning with Accident Encoding for Traffic Flow Prediction. IEEE Transactions on Network Science and Engineering. 2022, 9(3): 1765-1775.

[NeuCom] Wenqing Cheng, Ruxue Wen, Haojun Huang, Wang Miao, Chen Wang. OPTDP: Towards Optimal Personalized Trajectory Differential Privacy for Trajectory Data Publishing. Elsevier Neurocomputing. 2022, 472: 201-211.

[DCN] Chen Wang, Jian Chen, Yang Yang, Xiaoqiang Ma, Jiangchuan Liu. Poisoning Attacks and Countermeasures in Intelligent Networks: Status Quo and Prospects. Elsevier Digital Communications and Networks. 2022, 8(2): 225-234. (CN 50-1212/TN)

[DCN] Chen Wang, Xinkui Wu, Gaoyang Liu, Shaohua Wan, Tianping Deng, Kai Peng. Safeguarding Cross-Silo Federated Learning with Local Differential Privacy. Elsevier Digital Communications and Networks. 2022, 8(4): 446-454. (CN 50-1212/TN)

[TIFS] Jian Chen, Xuxin Zhang, Rui Zhang, Chen Wang, Ling Liu. De-Pois: An Attack-Agnostic Defense against Data Poisoning Attacks. IEEE Transactions on Information Forensics and Security. 2021, 16: 3412-3425.

[TIFS] Xuxin Zhang, Jian Chen, Rui Zhang, Chen Wang, Ling Liu. Attacking Recommender Systems with Plausible Profiles. IEEE Transactions on Information Forensics and Security. 2021, 16: 4788-4800.

[JCS] Gaoyang Liu, Yutong Li, Borui Wan, Chen Wang, Kai Peng. Membership Inference Attacks in Black-box Machine Learning Models. Journal of Cyber Security. 2021, 6(3): 1-15. (In Chinese, CN 10-1380/TN)

[DAPD] Gaoyang Liu, Rui Zhang, Yang Yang, Chen Wang, Ling Liu. GPS Spoofed or Not? Exploiting RSSI and TSS in Crowdsourced Air Traffic Control Data. Springer Distributed and Parallel Databases - Special Issue on Best Papers of MDM 2019. 2021, 39(1): 231-257. (Invited Paper)

[IoT-J] Kai Peng, Meijun Li, Haojun Huang, Chen Wang, Shaohua Wan, Kim-Kwang Raymond Choo. Security Challenges and Opportunities for Smart Contracts in Internet of Things: A Survey. IEEE Internet of Things Journal. 2021, 8(15): 12004-12020.

[MNET] Gaoyang Liu, Chen Wang, Xiaoqiang Ma, Yang Yang. Keep Your Data Locally: Federated Learning Based Data Privacy Preservation in Edge Computing. IEEE Network Magazine. 2021, 35(2): 60-66.

[TSUSC] Chen Wang, Gaoyang Liu, Haojun Huang, Weijie Feng, Kai Peng, Lizhe Wang. MIASec: Enabling Data Indistinguishability against Membership Inference Attacks in MLaaS. IEEE Transactions on Sustainable Computing. 2020, 5(3): 365-373.

[WINE] Shaohua Wan, Meijun Li, Gaoyang Liu, Chen Wang. Recent Advances in Consensus Protocols for Blockchain: A Survey. Springer Wireless Networks. 2020, 26: 5579-5593.

[ToN] Haojun Huang, Wang Miao, Geyong Min, Chengqiang Huang, Xu Zhang, Chen Wang. Resilient Range-Based d-Dimensional Localization for Mobile Sensor Networks. IEEE/ACM Transactions on Networking. 2020, 28(5): 2037-2050.

[JSA] Rui Zhang, Guifa Zhang, Lan Liu, Chen Wang, Shaohua Wan. Anomaly Detection in Bitcoin Information Networks with Multi-Constrained Meta Path. Elsevier Journal of Systems Architecture. 2020, 110: 101829.

[IoT-J] Ping Zhao, Hongbo Jiang, Chen Wang, Haojun Huang, Yang Yang, Gaoyang Liu. On the Performance of k-Anonymity against Inference Attacks with Background Information. IEEE Internet of Things Journal. 2019, 6(1): 808-819.

[TCSS] Gaoyang Liu, Chen Wang, Kai Peng, Haojun Huang, Yutong Li, Wenqing Cheng. SocInf: Membership Inference Attacks on Social Media Health Data with Machine Learning. IEEE Transactions on Computational Social Systems. 2019, 6(5): 907-921.

[ComNet] Rui Zhang, Peng Xie, Chen Wang, Gaoyang Liu, Shaohua Wan. Classifying Transportation Mode and Speed from Trajectory Data via Deep Multi-Scale Learning. Elsevier Computer Networks. 2019, 162: 106861.

[ToN] Hongbo Jiang, Ping Zhao, Chen Wang. RobLoP: Towards Robust Privacy Preserving against Location Dependent Attacks in Continuous LBS Queries. IEEE/ACM Transactions on Networking. 2018, 26(2): 1018-1032.

[ToN] Ping Zhao, Hongbo Jiang, John C.S. Lui, Chen Wang, Fanzi Zeng, Fu Xiao, Zhetao Li. P³-LOC: A Privacy-Preserving Paradigm-Driven Framework for Indoor Localization. IEEE/ACM Transactions on Networking. 2018, 26(6): 2856-2869.

[TMC] Yang Yang, Wenping Liu, Hongbo Jiang, Chen Wang, Desheng Wang, Hongzhi Lin. SNP: A 1-Manifold Skeleton-based Navigation Protocol in 3D Sensor Networks. IEEE Transactions on Mobile Computing. 2018, 17(12): 2912-2924.

[TMC] Ju Wang, Jie Xiong, Hongbo Jiang, Kyle Jamieson, Xiaojiang Chen, Dingyi Fang, Chen Wang. Low Human-Effort, Device-Free Localization with Fine-Grained Subcarrier Information. IEEE Transactions on Mobile Computing. 2018, 17(11): 2550-2563.

[IoT-J] Ping Zhao, Jie Li, Fanzi Zeng, Fu Xiao, Chen Wang, Hongbo Jiang. ILLIA: Enabling k-Anonymity-Based Privacy Preserving against Location Injection Attacks in Continuous LBS Queries. IEEE Internet of Things Journal. 2018, 5(2): 1033-1042.

[JSEN] Kongyang Chen, Chen Wang, Zhimeng Yin, Hongbo Jiang, Guang Tan. Slide: Towards Fast and Accurate Mobile Fingerprinting for Wi-Fi Indoor Positioning Systems. IEEE Sensors Journal, 2018, 18(3): 1213-1223.

[TMC] Chen Wang, Hongzhi Lin, Rui Zhang, Hongbo Jiang. SEND: A Situation-Aware Emergency Navigation Algorithm with Sensor Networks. IEEE Transactions on Mobile Computing, 2017, 16(4): 1149-1162.

[TMC] Chen Wang, Hongzhi Lin, Hongbo Jiang. CANS: Towards Congestion-Adaptive and Small Stretch Emergency Navigation with Wireless Sensor Networks. IEEE Transactions on Mobile Computing, 2016, 15(5): 1077-1089.

[ToN] Chen Wang, Hongbo Jiang, Tianlong Yu, John C.S. Lui. SLICE: Enabling Greedy Routing in High Genus 3-D WSNs With General Topologies. IEEE/ACM Transactions on Networking, 2016, 24(4): 2472-2484.

[TOSN] Chen Wang, Wei Wei, Hongzhi Lin, Hongbo Jiang, John C.S. Lui. BLOW-UP: Towards Distributed and Scalable Space Filling Curve Construction in 3D Volumetric WSNs. ACM Transactions on Sensor Networks, 2016, 12(4): 30:1-30:20.

[TOSN] Chen Wang, Hongbo Jiang, Yan Dong. Connectivity-based Space Filling Curve Construction Algorithms in High Genus 3D Surface WSNs. ACM Transactions on Sensor Networks, 2016, 12(3): 22:1-22:29.

[WINE] Wei Wei, Chen Wang, Hognzhi Lin, Rui Zhang, and Hongbo Jiang. A Novel Networking Architecture for Mobile Content Delivery in Urban Transport Systems. Springer Wireless Networks, 2016, 22(2): 427-438.

[WINE] Tingwei Liu, Hongzhi Lin, Chen Wang, Kai Peng, Desheng Wang, Tianping Deng, and Hongbo Jiang. Chain-based Barrier Coverage in WSNs: Toward Identifying and Repairing Weak Zones. Springer Wireless Networks, 2016, 22(2): 523-536.

[WINE] Donghui Zhu, Qiangong Tao, Jing Xing, Yubao Wang, Wenping Liu, Tianping Deng, Hongzhi Lin, Chen Wang, Hongbo Jiang. Boundary-Free Skeleton Extraction and Its Evaluation in Sensor Networks. Springer Wireless Networks, 2015, 21(1): 269-280.

[WINE] Chen Wang, Hongzhi Lin, Hongbo Jiang. Trajectory-based Multi-dimensional Outlier Detection in Wireless Sensor Networks using Hidden Markov Models. Springer Wireless Networks, 2014, 20(8): 2409-2418.

[IJCSI] Chen Wang, Yanjun Fang, Zhengmin Kong. Energy Efficient Routing in Multi-hop Underwater Acoustic Networks. International Journal of Computer Science Issues, 2012, 9(6): 476-483.

[CJSA] Chen Wang, Yanjun Fang. Minimum Energy Routing for Reliable Multi-Hop Underwater Acoustic Networks. Chinese Journal of Sensors and Actuators, 2012, 25(8): 1153-1158. (In Chinese, CN 32-1322/TN)

Conference Papers

[SenSys-ML] Amna Arouj, Ahmed M. Abdelmoniem, Ahmad Alhilal, Linlin You, Chen Wang. Resource-Aware Split Federated Learning for Edge Intelligence. In Proc. of 3rd Workshop on Machine Learning on Edge in Sensor Systems, Hong Kong, China, 2024.

[CVPR] Min Chen, Weizhuo Gao, Gaoyang Liu, Kai Peng, Chen Wang. Boundary Unlearning: Rapid Forgetting of Deep Networks via Shifting the Decision Boundary. In Proc. of 34th IEEE/CVF Conference on Computer Vision and Pattern Recognition, Vancouver, Canada, 2023.

[TrustCom] Jian Chen, Jingyao Wu, Hao Yin, Qiang Li, Wensheng Zhang, Chen Wang. Class-Targeted Poisoining Attacks against DNNs. In Proc. of 22nd IEEE International Conference on Trust, Security and Privacy in Computing and Communications, Exeter, UK, 2023.

[GLOBECOM] Junyu Ma, Qiang Li, Ashish Pandharipande, Wensheng Zhang, Chen Wang, Xiaohu Ge. Secure Energy-Efficient RIS-assisted MISO Networks with Artificial Noise Jamming. In Proc. of 42nd IEEE Global Communications Conference, Kuala Lumpur, Malaysia, 2023.

[APCC] Meng Zian, Likun Huang, Qiang Li, Wensheng Zhang, Bing Tang, Chen Wang, Xiaohu Ge. Multi-User Semantic Communication on Hybrid NOMA. In Proc. of 28th IEEE Asia-Pacific Conference on Communications, Sydney, Australia, 2023.

[ISPA] Yuying Li, Yang Yang, Chen Wang, Runqin Liu, Hongbo Jiang, Wenping Liu. Partial Deep Domain Adaptation for Non-Intrusive Load Monitoring. In Proc. of 21st IEEE International Symposium on Parallel and Distributed Processing with Applications, Wuhan, China, 2023.

[ISPA] Zhen Wang, Daniyal M Alghazzawi, Li Cheng, Gaoyang Liu, Chen Wang, Cheng Zeng, Yang Yang. FedCSA: Boosting the Convergence Speed of Federated Unlearning under Data Heterogeneity. In Proc. of 21st IEEE International Symposium on Parallel and Distributed Processing with Applications, Wuhan, China, 2023.

[ISPA] Chunming Liu, Daniyal M Alghazzawi, Li Cheng, Gaoyang Liu, Chen Wang, Cheng Zeng, Yang Yang. Disentangling Client Contributions: Improving Federated Learning Accuracy in the Presence of Heterogeneous Data. In Proc. of 21st IEEE International Symposium on Parallel and Distributed Processing with Applications, Wuhan, China, 2023.

[WCSP] Bin Qi, Wensheng Zhang, Qiang Li, Jian Sun, Zhi Liu, Chen Wang, Cheng-Xiang Wang. Signal Tensor Model and Eigenvalue Distributions for THz Uplink UM-MIMO Communications. In Proc. of 15th International Conference on Wireless Communications and Signal Processing, Hangzhou, China, 2023.

[CIKM] Xuxin Zhang, Di Wang, Dehong Gao, Wen Jiang, Wei Ning, Yang Zhou, Chen Wang. Revisiting Cold-Start Problem in CTR Prediction: Augmenting Embedding via GAN. In Proc. of 31st ACM International Conference on Information and Knowledge Management, Atlanta, Georgia, USA, 2022.

[TrustCom] Jian Chen, Yuan Gao, Yang Liu, Chen Wang, Kai Peng. Leveraging Model Poisoning Attacks on License Plate Recognition Systems. In Proc. of 21st IEEE International Conference on Trust, Security and Privacy in Computing and Communications, Wuhan, China, 2022.

[NCAA] Yanfei Li, Nianbo Hu, Chen Wang, Rui Zhang. Traffic Congestion Event Mining Based on Trajectory Data. In Proc. of International Conference on Neural Computing for Advanced Applications, Jinan, China, 2022.

[IWQoS] Gaoyang Liu, Xiaoqiang Ma, Yang Yang, Chen Wang, Jiangchuan Liu. FedEraser: Enabling Efficient Client-Level Data Removal from Federated Learning Models. In Proc. of 29th IEEE/ACM International Symposium on Quality of Service, Tokyo, Japan (Virtual Conference), 2021.

[TrustCom] Gaoyang Liu, Shijie Wang, Borui Wan, Zekun Wang, Chen Wang. ML-Stealer: Stealing Prediction Functionality of Machine Learning Models with Mere Black-Box Access. In Proc. of 20th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, Shenyang, China, 2021.

[TrustCom] Ruxue Wen, Rui Zhang, Kai Peng, Chen Wang. Protecting Locations with Differential Privacy against Location-Dependent Attacks in Continuous LBS Queries. In Proc. of 20th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, Shenyang, China, 2021.

[ISPA] Ruxue Wen, Wenqing Cheng, Haojun Huang, Wang Miao, Chen Wang. Privacy Preserving Trajectory Data Publishing with Personalized Differential Privacy. In Proc. of 18th IEEE International Symposium on Parallel and Distributed Processing with Applications, Exeter, UK, 2020.

[IUCC] Fengxiang Ding, Xiaoqiang Ma, Yang Yang, Chen Wang. User Identity Linkage across Location-Based Social Networks with Spatio-Temporal Check-in Patterns. In Proc. of 19th International Conference on Ubiquitous Computing and Communications, Exeter, UK, 2020.

[MDM] Gaoyang Liu, Rui Zhang, Chen Wang, Ling Liu. Synchronization-Free GPS Spoofing Detection with Crowdsourced Air Traffic Control Data. In Proc. of 20th IEEE International Conference on Mobile Data Management, Hong Kong, China, 2019.

[MDM] Rui Zhang, Peng Xie, Hongbo Jiang, Chen Wang, Zhu Xiao, Ling Liu. Clustering Noisy Trajectories via Robust Deep Attention Auto-encoders. In Proc. of 20th IEEE International Conference on Mobile Data Management, Hong Kong, China, 2019.

[HPCC] Rui Zhang, Jiming Guo, Hongbo Jiang, Peng Xie, Chen Wang. Multi-Task Learning for Location Prediction with Deep Multi-model Ensembles. In Proc. of 21st IEEE International Conference on High Performance Computing and Communications, Zhangjiajie, China, 2019.

[TURC] Rui Zhang, Jiming Guo, Yueqi Zhou, Hongbo Jiang and Chen Wang. traj2bits: Indexing Trajectory Data for Eﬀicient Qery. In Proc. of ACM SIGMOBILE CHINA Symposium, in conjunction with ACM Turing Celebration Conference - China, Chengdu, China, 2019.

[HPCC] Ping Zhao, Hongbo Jiang, Chen Wang, Haojun Huang. Non-Asymptotic Bound on the Performance of k-Anonymity against Inference Attacks. In Proc. of 20th IEEE International Conference on High Performance Computing and Communications, Exeter, UK, 2018.

[IIKI] Rui Zhang, Peng Xie, Chen Wang, Gaoyang Liu, Shaohua Wan. Understanding Mobility via Deep Multi-Scale Learning. In Proc. of 7th International Conference on Identification, Information and Knowledge in the Internet of Things, Beijing, China, 2018.

[INFOCOM] Chen Wang, Hongbo Jiang. SURF: A Connectivity-based Space Filling Curve Construction Algorithm in High Genus 3D Surface WSNs. In Proc. of 34th IEEE International Conference on Computer Communications, Hong Kong, China, 2015.

[ICON] Chen Wang, Yanjun Fang, Hongmei Zhang. On Optimizing the Transmission Power of Multi-hop Underwater Acoustic Networks. In Proc. of 18th IEEE International Conference on Networks, Singapore, 2012. (Supported by the Graduate Research Travel Grant of Wuhan University)

[ICCT] Chen Wang, Yanjun Fang. Channel Model Simulation for Underwater Acoustic Sensor Networks Using OPNET. In Proc. of 12th IEEE International Conference on Communication Technology, Nanjing, China, 2010.