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Viewing Publication 1 - 76 from 76

2025

ROSIN: Robust Semantic Image Hiding NetworkYuan Zhao, Bo Liu 0001, Tianqing Zhu, Ming Ding 0001, Wanlei Zhou 0001. kbs, 309:112885, 2025. [doi]

2024

High-Frequency Matters: Attack and Defense for Image-Processing Model WatermarkingHuajie Chen, Tianqing Zhu, Chi Liu, Shui Yu 0001, Wanlei Zhou 0001. tsc, 17(4):1565-1579, 2024. [doi]

When deep learning meets watermarking: A survey of application, attacks and defensesHuajie Chen, Chi Liu, Tianqing Zhu, Wanlei Zhou 0001. csi, 89:103830, 2024. [doi]

Machine Unlearning via Null Space CalibrationHuiqiang Chen, Tianqing Zhu, Xin Yu 0002, Wanlei Zhou 0001. IJCAI 2024: 358-366 [doi]

Privacy and Fairness in Federated Learning: On the Perspective of TradeoffHuiqiang Chen, Tianqing Zhu, Tao Zhang 0055, Wanlei Zhou 0001, Philip S. Yu. ACM Comput. Surv., 56(2), February 2024. [doi]

Defending against gradient inversion attacks in federated learning via statistical machine unlearningKun Gao, Tianqing Zhu, Dayong Ye, Wanlei Zhou 0001. kbs, 299:111983, 2024. [doi]

Topology modification against membership inference attack in Graph Neural NetworksFaqian Guan, Tianqing Zhu, Hanjin Tong, Wanlei Zhou 0001. kbs, 305:112642, 2024. [doi]

A realistic model extraction attack against graph neural networksFaqian Guan, Tianqing Zhu, Hanjin Tong, Wanlei Zhou 0001. kbs, 300:112144, 2024. [doi]

Graph neural networks: a survey on the links between privacy and securityFaqian Guan, Tianqing Zhu, Wanlei Zhou 0001, Kim-Kwang Raymond Choo. air, 57(2):40, February 2024. [doi]

Fair Federated Learning with Opposite GANMengde Han, Tianqing Zhu, Wanlei Zhou 0001. kbs, 287:111420, 2024. [doi]

A federated advisory teacher-student framework with simultaneous learning agentsYunjiao Lei, Dayong Ye, Tianqing Zhu, Wanlei Zhou 0001. kbs, 305:112637, 2024. [doi]

A GNN-based teacher-student framework with multi-adviceYunjiao Lei, Dayong Ye, Congcong Zhu, Sheng Shen, Wanlei Zhou 0001, Tianqing Zhu. eswa, 250:123887, 2024. [doi]

Distributed Learning in Intelligent Transportation Systems: A SurveyQiong Li, Wanlei Zhou 0001, James Xi Zheng. information, 15(9):550, September 2024. [doi]

Disentangling different levels of GAN fingerprints for task-specific forensicsChi Liu, Tianqing Zhu, Yuan Zhao, Jun Zhang 0010, Wanlei Zhou 0001. csi, 89:103825, 2024. [doi]

Privacy preservation in deep reinforcement learning: A training perspectiveSheng Shen, Dayong Ye, Tianqing Zhu, Wanlei Zhou 0001. kbs, 304:112558, 2024. [doi]

Attribute-Based Membership Inference Attacks and Defenses on GANsHui Sun, Tianqing Zhu, Jie Li, Shouling Ji, Wanlei Zhou 0001. tdsc, 21(4):2376-2393, July - August 2024. [doi]

A two-stage model extraction attack on GANs with a small collected datasetHui Sun, Tianqing Zhu, Wenhan Chang, Wanlei Zhou 0001. compsec, 137:103634, February 2024. [doi]

When Fairness Meets Privacy: Exploring Privacy Threats in Fair Binary Classifiers via Membership Inference AttacksHuan Tian, Guangsheng Zhang, Bo Liu 0001, Tianqing Zhu, Ming Ding 0001, Wanlei Zhou 0001. IJCAI 2024: 512-520 [doi]

Blockchain-Empowered Multiagent Systems: Advancing IoT Security and Transaction EfficiencyMinghao Wang, Tianqing Zhu, Xuhan Zuo, Dayong Ye, Shui Yu 0001, Wanlei Zhou 0001. iotj, 11(7):11217-11231, April 2024. [doi]

Public and Private Blockchain Infusion: A Novel Approach to Federated LearningMinghao Wang, Tianqing Zhu, Xuhan Zuo, Dayong Ye, Shui Yu 0001, Wanlei Zhou 0001. iotj, 11(10):17525-17537, May 2024. [doi]

Blockchain-Based Gradient Inversion and Poisoning Defense for Federated LearningMinghao Wang, Tianqing Zhu, Xuhan Zuo, Dayong Ye, Shui Yu 0001, Wanlei Zhou 0001. iotj, 11(9):15667-15681, May 2024. [doi]

Supplement data in federated learning with a generator transparent to clientsXiaoya Wang, Tianqing Zhu, Wanlei Zhou 0001. isci, 666:120437, 2024. [doi]

Boosting the Transferability of Adversarial Attacks With Frequency-Aware PerturbationYajie Wang, Yi Wu, Shangbo Wu, Ximeng Liu, Wanlei Zhou 0001, Liehuang Zhu, Chuan Zhang 0003. tifs, 19:6293-6304, 2024. [doi]

Machine Unlearning: A SurveyHeng Xu, Tianqing Zhu, Lefeng Zhang, Wanlei Zhou 0001, Philip S. Yu. ACM Comput. Surv., 56(1), January 2024. [doi]

BASS: A Blockchain-Based Asynchronous SignSGD Architecture for Efficient and Secure Federated LearningChenhao Xu, Jiaqi Ge, Yao Deng, Longxiang Gao, Mengshi Zhang, Yong Li, Wanlei Zhou 0001, Xi Zheng 0001. tdsc, 21(6):5388-5402, November - December 2024. [doi]

Defending Against Label-Only Attacks via Meta-Reinforcement LearningDayong Ye, Tianqing Zhu, Kun Gao, Wanlei Zhou 0001. tifs, 19:3295-3308, 2024. [doi]

How Does a Deep Learning Model Architecture Impact Its Privacy? A Comprehensive Study of Privacy Attacks on CNNs and TransformersGuangsheng Zhang, Bo Liu 0001, Huan Tian, Tianqing Zhu, Ming Ding 0001, Wanlei Zhou 0001. uss 2024: [doi]

PPFed: A Privacy-Preserving and Personalized Federated Learning FrameworkGuangsheng Zhang, Bo Liu 0001, Tianqing Zhu, Ming Ding 0001, Wanlei Zhou 0001. iotj, 11(11):19380-19393, June 2024. [doi]

Proactive image manipulation detection via deep semi-fragile watermarkYuan Zhao, Bo Liu 0001, Tianqing Zhu, Ming Ding 0001, Xin Yu 0002, Wanlei Zhou 0001. ijon, 585:127593, 2024. [doi]

Boosting Model Inversion Attacks With Adversarial ExamplesShuai Zhou, Tianqing Zhu, Dayong Ye, Xin Yu 0002, Wanlei Zhou 0001. tdsc, 21(3):1451-1468, May - June 2024. [doi]

Inversion-Guided Defense: Detecting Model Stealing Attacks by Output InvertingShuai Zhou, Tianqing Zhu, Dayong Ye, Wanlei Zhou 0001, Wei Zhao 0001. tifs, 19:4130-4145, 2024. [doi]

Location-Based Real-Time Updated Advising Method for Traffic Signal ControlCongcong Zhu, Dayong Ye, Tianqing Zhu, Wanlei Zhou 0001. iotj, 11(8):14551-14562, April 2024. [doi]

A location-based advising method in teacher-student frameworksCongcong Zhu, Dayong Ye, Huan Huo, Wanlei Zhou 0001, Tianqing Zhu. kbs, 285:111333, 2024. [doi]

2023

Privacy Data Diffusion Modeling and Preserving in Online Social NetworkXiangyu Hu 0006, Tianqing Zhu, Xuemeng Zhai, Hengming Wang, Wanlei Zhou 0001, Wei Zhao 0001. tkde, 35(6):6224-6237, June 2023. [doi]

Privacy Data Propagation and Preservation in Social Media: A Real-World Case StudyXiangyu Hu 0006, Tianqing Zhu, Xuemeng Zhai, Wanlei Zhou 0001, Wei Zhao. tkde, 35(4):4137-4150, April 2023. [doi]

Evolution of cooperation in malicious social networks with differential privacy mechanismsTao Zhang 0055, Dayong Ye, Tianqing Zhu, Tingting Liao, Wanlei Zhou 0001. nca, 35(18):12979-12994, June 2023. [doi]

Balancing Learning Model Privacy, Fairness, and Accuracy With Early Stopping CriteriaTao Zhang 0055, Tianqing Zhu, Kun Gao, Wanlei Zhou 0001, Philip S. Yu. tnn, 34(9):5557-5569, September 2023. [doi]

Revisiting model fairness via adversarial examplesTao Zhang 0055, Tianqing Zhu, Jing Li 0009, Wanlei Zhou 0001, Philip S. Yu. kbs, 277:110777, October 2023. [doi]

Fairness in graph-based semi-supervised learningTao Zhang 0055, Tianqing Zhu, Mengde Han, Fengwen Chen, Jing Li 0009, Wanlei Zhou 0001, Philip S. Yu. kais, 65(2):543-570, February 2023. [doi]

Protect Trajectory Privacy in Food Delivery with Differential Privacy and Multi-agent Reinforcement LearningSuleiman Abahussein, Tianqing Zhu, Dayong Ye, Zishuo Cheng, Wanlei Zhou 0001. aina 2023: 48-59 [doi]

Privacy and evolutionary cooperation in neural-network-based game theoryZishuo Cheng, Tianqing Zhu, Congcong Zhu, Dayong Ye, Wanlei Zhou 0001, Philip S. Yu. kbs, 282:111076, December 2023. [doi]

New challenges in reinforcement learning: a survey of security and privacyYunjiao Lei, Dayong Ye, Sheng Shen, Yulei Sui, Tianqing Zhu, Wanlei Zhou 0001. air, 56(7):7195-7236, 2023. [doi]

Privacy Intelligence: A Survey on Image Privacy in Online Social NetworksChi Liu, Tianqing Zhu, Jun Zhang 0010, Wanlei Zhou 0001. ACM Comput. Surv., 55(8), 2023. [doi]

Making DeepFakes More Spurious: Evading Deep Face Forgery Detection via Trace Removal AttackChi Liu, Huajie Chen, Tianqing Zhu, Jun Zhang 0010, Wanlei Zhou 0001. tdsc, 20(6):5182-5196, November - December 2023. [doi]

Towards Robust Gan-Generated Image Detection: A Multi-View Completion RepresentationChi Liu, Tianqing Zhu, Sheng Shen, Wanlei Zhou 0001. IJCAI 2023: 464-472 [doi]

Adversarial Attacks Against Deep Generative Models on Data: A SurveyHui Sun, Tianqing Zhu, Zhiqiu Zhang, Dawei Jin, Ping Xiong, Wanlei Zhou 0001. tkde, 35(4):3367-3388, April 2023. [doi]

CIFair: Constructing continuous domains of invariant features for image fair classificationsHuan Tian, Bo Liu 0001, Tianqing Zhu, Wanlei Zhou 0001, Philip S. Yu. kbs, 268:110417, 2023. [doi]

Differentially Private Crowdsourcing With the Public and Private BlockchainMinghao Wang, Tianqing Zhu, Xuhan Zuo, Mengmeng Yang, Shui Yu 0001, Wanlei Zhou 0001. iotj, 10(10):8918-8930, May 2023. [doi]

Robust Audio Anti-Spoofing with Fusion-Reconstruction Learning on Multi-Order SpectrogramsPenghui Wen, Kun Hu, Wenxi Yue, Sen Zhang, Wanlei Zhou 0001, Zhiyong Wang 0001. interspeech 2023: 271-275 [doi]

Model-Based Self-Advising for Multi-Agent LearningDayong Ye, Tianqing Zhu, Congcong Zhu, Wanlei Zhou 0001, Philip S. Yu. tnn, 34(10):7934-7945, October 2023. [doi]

Sparse representation for heterogeneous information networksXuemeng Zhai, Zhiwei Tang, Zhiwei Liu, Wanlei Zhou 0001, Hangyu Hu, Gaolei Fei, Guangmin Hu. ijon, 525:111-122, March 2023. [doi]

FedRecovery: Differentially Private Machine Unlearning for Federated Learning FrameworksLefeng Zhang, Tianqing Zhu, Haibin Zhang, Ping Xiong, Wanlei Zhou 0001. tifs, 18:4732-4746, 2023. [doi]

Label-Only Membership Inference Attacks and Defenses in Semantic Segmentation ModelsGuangsheng Zhang, Bo Liu 0001, Tianqing Zhu, Ming Ding 0001, Wanlei Zhou 0001. tdsc, 20(2):1435-1449, March - April 2023. [doi]

A Game-Theoretic Method for Defending Against Advanced Persistent Threats in Cyber SystemsLefeng Zhang, Tianqing Zhu, Farookh Khadeer Hussain, Dayong Ye, Wanlei Zhou 0001. tifs, 18:1349-1364, 2023. [doi]

A Game-Theoretic Federated Learning Framework for Data Quality ImprovementLefeng Zhang, Tianqing Zhu, Ping Xiong 0001, Wanlei Zhou 0001, Philip S. Yu. tkde, 35(11):10952-10966, November 2023. [doi]

A Robust Game-Theoretical Federated Learning Framework With Joint Differential PrivacyLefeng Zhang, Tianqing Zhu, Ping Xiong, Wanlei Zhou 0001, Philip S. Yu. tkde, 35(4):3333-3346, April 2023. [doi]

Adversarial Attacks and Defenses in Deep Learning: From a Perspective of CybersecurityShuai Zhou, Chi Liu, Dayong Ye, Tianqing Zhu, Wanlei Zhou 0001, Philip S. Yu. ACM Comput. Surv., 55(8), 2023. [doi]

Label-Only Model Inversion Attacks: Attack With the Least InformationTianqing Zhu, Dayong Ye, Shuai Zhou, Bo Liu 0001, Wanlei Zhou 0001. tifs, 18:991-1005, 2023. [doi]

Time-Driven and Privacy-Preserving Navigation Model for Vehicle-to-Vehicle Communication SystemsCongcong Zhu, Zishuo Cheng, Dayong Ye, Farookh Khadeer Hussain, Tianqing Zhu, Wanlei Zhou 0001. tvt, 72(7):8459-8470, July 2023. [doi]

Learning Games for Defending Advanced Persistent Threats in Cyber SystemsTianqing Zhu, Dayong Ye, Zishuo Cheng, Wanlei Zhou 0001, Philip S. Yu. tsmc, 53(4):2410-2422, April 2023. [doi]

2022

Correlated data in differential privacy: Definition and analysisTao Zhang 0055, Tianqing Zhu, Renping Liu, Wanlei Zhou 0001. concurrency, 34(16), 2022. [doi]

Service Provisioning for Multi-source IoT Applications in Mobile Edge ComputingJing Li 0093, Weifa Liang, Zichuan Xu, Xiaohua Jia, Wanlei Zhou 0001. tosn, 18(2), 2022. [doi]

Recognizing Palm Vein in Smartphones Using RGB ImagesShi-Jinn Horng, Dinh-Trung Vu, Thi-Van Nguyen, Wanlei Zhou 0001, Chin-Teng Lin. tii, 18(9):5992-6002, 2022. [doi]

Request Reliability Augmentation With Service Function Chain Requirements in Mobile Edge ComputingWeifa Liang, Yu Ma 0001, Wenzheng Xu, Zichuan Xu, Xiaohua Jia, Wanlei Zhou 0001. tmc, 21(12):4541-4554, 2022. [doi]

From distributed machine learning to federated learning: In the view of data privacy and securitySheng Shen, Tianqing Zhu, Di Wu, Wei Wang, Wanlei Zhou 0001. concurrency, 34(16), 2022. [doi]

Fairness and privacy preservation for facial images: GAN-based methodsHuan Tian, Tianqing Zhu, Wanlei Zhou 0001. compsec, 122:102902, 2022. [doi]

Image fairness in deep learning: problems, models, and challengesHuan Tian, Tianqing Zhu, Wei Liu 0007, Wanlei Zhou 0001. nca, 34(15):12875-12893, 2022. [doi]

Near Optimal Learning-Driven Mechanisms for Stable NFV Markets in Multitier Cloud NetworksZichuan Xu, Haozhe Ren, Weifa Liang, Qiufen Xia, Wanlei Zhou 0001, Pan Zhou, Wenzheng Xu, Guowei Wu, MingChu Li. ton, 30(6):2601-2615, 2022. [doi]

Data forwarding: A new VoteRank and Assortativity based approach to improve propagation time in social networksKasra Majbouri Yazdi, Jingyu Hou 0001, Saeid Khodayi, Adel Majbouri Yazdi, Saeed Saedi, Wanlei Zhou 0001. jhsn, 28(4):275-285, 2022. [doi]

One Parameter Defense - Defending Against Data Inference Attacks via Differential PrivacyDayong Ye, Sheng Shen, Tianqing Zhu, Bo Liu 0001, Wanlei Zhou 0001. tifs, 17:1466-1480, 2022. [doi]

Differential Advising in Multiagent Reinforcement LearningDayong Ye, Tianqing Zhu, Zishuo Cheng, Wanlei Zhou 0001, Philip S. Yu. tcyb, 52(6):5508-5521, 2022. [doi]

Visual privacy attacks and defenses in deep learning: a surveyGuangsheng Zhang, Bo Liu 0001, Tianqing Zhu, Andi Zhou, Wanlei Zhou 0001. air, 55(6):4347-4401, 2022. [doi]

Time-optimal and privacy preserving route planning for carpool policyCongcong Zhu, Dayong Ye, Tianqing Zhu, Wanlei Zhou 0001. www, 25(3):1151-1168, 2022. [doi]

The Dynamic Privacy-Preserving Mechanisms for Online Dynamic Social NetworksTianqing Zhu, Jin Li 0002, Xiangyu Hu, Ping Xiong, Wanlei Zhou 0001. tkde, 34(6):2962-2974, 2022. [doi]

More Than Privacy: Applying Differential Privacy in Key Areas of Artificial IntelligenceTianqing Zhu, Dayong Ye, Wei Wang, Wanlei Zhou 0001, Philip S. Yu. tkde, 34(6):2824-2843, 2022. [doi]

2020

Security and privacy in 6G networks: New areas and new challengesMinghao Wang, Tianqing Zhu, Tao Zhang 0055, Jun Zhang 0010, Shui Yu, Wanlei Zhou 0001. dcan, 6(3):281-291, 2020. [doi]

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