An empirical study of SMS one-time password authentication in Android apps. - Siqi Ma; Runhan Feng; Juanru Li; Yang Liu 118; Surya Nepal; Diethelm Ostry; Elisa Bertino; Robert H. Deng; Zhuo Ma 001; Sanjay Jha 001 (ACSAC, 2019)

Edge Weight Differential Privacy Based Spectral Query Algorithm. - Lingjie Zhou; Yong Zeng 002; Yang Liu 118; Zhihong Liu; Jianfeng Ma 001; Xiaoyan Zhu 005 (NaNA, 2019)

A Combination Method for Android Malware Detection Based on Control Flow Graphs and Machine Learning Algorithms. - Zhuo Ma 001; Haoran Ge; Yang Liu 118; Meng Zhao 001; Jianfeng Ma 001 (IEEE Access, 2019)

Boosting Privately: Privacy-Preserving Federated Extreme Boosting for Mobile Crowdsensing. - Yang Liu 118; Zhuo Ma 001; Ximeng Liu; Siqi Ma; Surya Nepal; Robert H. Deng (CoRR, 2019)

Revocable Federated Learning: A Benchmark of Federated Forest. - Yang Liu 118; Zhuo Ma 001; Ximeng Liu; Zhuzhu Wang; Siqi Ma; Ken Ren (CoRR, 2019)

Privacy-Preserving Outsourced Speech Recognition for Smart IoT Devices. - Zhuo Ma 001; Yang Liu 118; Ximeng Liu; Jianfeng Ma 001; Feifei Li 001 (IEEE Internet Things J., 2019)

Lightweight Privacy-Preserving Ensemble Classification for Face Recognition. - Zhuo Ma 001; Yang Liu 118; Ximeng Liu; Jianfeng Ma 001; Kui Ren 001 (IEEE Internet Things J., 2019)

Social Tie Based Cooperative Jamming for D2D Communications in the Internet of Things. - Yan Gao; Yong Zeng 002; Zhihong Liu; Jian-Feng Ma 001; Yang Liu 118; Yi-Kai Liu 002 (J. Inf. Sci. Eng., 2019)

Spectrum Privacy Preserving for Social Networks: A Personalized Differential Privacy Approach. - Yang Liu 118; Yong Zeng 002; Zhihong Liu; Jianfeng Ma 001 (Inscrypt, 2020)

A Balanced Cost Fault-Tolerant Scheduling Algorithm in Heterogeneous Real-Time Systems. - Jing Liu 032; Yifu Zhang; Yang Liu 118; Pei Yang; Cen Chen 001; Ziqi Zhu; Zeng Zeng (HPCC/DSS/SmartCity, 2020)

Boosting Privately: Federated Extreme Gradient Boosting for Mobile Crowdsensing. - Yang Liu 118; Zhuo Ma 001; Ximeng Liu; Siqi Ma; Surya Nepal; Robert H. Deng; Kui Ren 001 (ICDCS, 2020)

PE-HEALTH: Enabling Fully Encrypted CNN for Health Monitor with Optimized Communication. - Yang Liu 118; Yilong Yang 004; Zhuo Ma 001; Ximeng Liu; Zhuzhu Wang; Siqi Ma (IWQoS, 2020)

Droidetec: Android Malware Detection and Malicious Code Localization through Deep Learning. - Zhuo Ma 001; Haoran Ge; Zhuzhu Wang; Yang Liu 118; Ximeng Liu (CoRR, 2020)

Learn to Forget: User-Level Memorization Elimination in Federated Learning. - Yang Liu 118; Zhuo Ma 001; Ximeng Liu; Jianfeng Ma 001 (CoRR, 2020)

Cloud-based Federated Boosting for Mobile Crowdsensing. - Zhuzhu Wang; Yilong Yang 004; Yang Liu 118; Ximeng Liu; Brij B. Gupta; Jianfeng Ma 001 (CoRR, 2020)

LiPSG: Lightweight Privacy-Preserving Q-Learning-Based Energy Management for the IoT-Enabled Smart Grid. - Zhuzhu Wang; Yang Liu 118; Zhuo Ma 001; Ximeng Liu; Jianfeng Ma 001 (IEEE Internet Things J., 2020)

Privacy-preserving federated k-means for proactive caching in next generation cellular networks. - Yang Liu 118; Zhuo Ma 001; Zheng Yan 002; Zhuzhu Wang; Ximeng Liu; Jianfeng Ma 001 (Inf. Sci., 2020)

A machine learning-based scheme for the security analysis of authentication and key agreement protocols. - Zhuo Ma 001; Yang Liu 118; Zhuzhu Wang; Haoran Ge; Meng Zhao 001 (Neural Comput. Appl., 2020)

EmIr-Auth: Eye Movement and Iris-Based Portable Remote Authentication for Smart Grid. - Zhuo Ma 001; Yilong Yang 004; Ximeng Liu; Yang Liu 118; Siqi Ma; Kui Ren 001; Chang Yao (IEEE Trans. Ind. Informatics, 2020)

An Efficient Decentralized Key Management Mechanism for VANET With Blockchain. - Zhuo Ma 001; Junwei Zhang 001; Yongzhen Guo; Yang Liu 118; Ximeng Liu; Wei He (IEEE Trans. Veh. Technol., 2020)

Are Android Apps Being Protected Well Against Attacks? - Siqi Ma; Yang Liu 118; Surya Nepal (IEEE Wirel. Commun., 2020)

SeInspect: Defending Model Stealing via Heterogeneous Semantic Inspection. - Xinjing Liu; Zhuo Ma 001; Yang Liu 118; Zhan Qin; Junwei Zhang 001; Zhuzhu Wang (ESORICS (1), 2022)

Combating False Sense of Security: Breaking the Defense of Adversarial Training Via Non-Gradient Adversarial Attack. - Mingyuan Fan 003; Yang Liu 118; Cen Chen 001; Shengxing Yu; Wenzhong Guo; Ximeng Liu (ICASSP, 2022)

Backdoor Defense with Machine Unlearning. - Yang Liu 118; Mingyuan Fan 003; Cen Chen 001; Ximeng Liu; Zhuo Ma 001; Li Wang 056; Jianfeng Ma 001 (INFOCOM, 2022)

Case-Aware Adversarial Training. - Mingyuan Fan 003; Yang Liu 118; Wenzhong Guo; Ximeng Liu; Jianhua Li 002 (CoRR, 2022)

Defense against Backdoor Attacks via Identifying and Purifying Bad Neurons. - Mingyuan Fan 003; Yang Liu 118; Cen Chen 001; Ximeng Liu; Wenzhong Guo (CoRR, 2022)

A certificateless authentication scheme with fuzzy batch verification for federated UAV network. - Zhuzhu Wang; Junwei Zhang 001; Yang Liu 118; Maobin Lu; Zuobin Ying; Jianfeng Ma 001 (Int. J. Intell. Syst., 2022)

Toward Evaluating the Reliability of Deep-Neural-Network-Based IoT Devices. - Mingyuan Fan 003; Yang Liu 118; Cen Chen 001; Shengxing Yu; Wenzhong Guo; Li Wang 056; Ximeng Liu (IEEE Internet Things J., 2022)

RevFRF: Enabling Cross-Domain Random Forest Training With Revocable Federated Learning. - Yang Liu 118; Zhuo Ma 001; Yilong Yang 004; Ximeng Liu; Jianfeng Ma 001; Kui Ren 001 (IEEE Trans. Dependable Secur. Comput., 2022)

Privacy-Preserving Object Detection for Medical Images With Faster R-CNN. - Yang Liu 118; Zhuo Ma 001; Ximeng Liu; Siqi Ma; Kui Ren 001 (IEEE Trans. Inf. Forensics Secur., 2022)

Secondary Labeling: A Novel Labeling Strategy for Image Manipulation Detection. - Yang Wei 002; Bin Xiao 002; Xiuli Bi; Zhuoran Ma; Yang Liu 118; Zhuo Ma 001 (ACM Multimedia, 2023)

Sniffer: A Novel Model Type Detection System against Machine-Learning-as-a-Service Platforms. - Zhuo Ma 001; Yilong Yang 004; Bin Xiao 002; Yang Liu 118; Xinjing Liu; Zhuoran Ma; Tong Yang 003 (Proc. VLDB Endow., 2023)

Learn to Forget: Machine Unlearning via Neuron Masking. - Zhuo Ma 001; Yang Liu 118; Ximeng Liu; Jian Liu 012; Jianfeng Ma 001; Kui Ren 001 (IEEE Trans. Dependable Secur. Comput., 2023)

DivTheft: An Ensemble Model Stealing Attack by Divide-and-Conquer. - Zhuo Ma 001; Xinjing Liu; Yang Liu 118; Ximeng Liu; Zhan Qin; Kui Ren 001 (IEEE Trans. Dependable Secur. Comput., 2023)

Forward/Backward and Content Private DSSE for Spatial Keyword Queries. - Xiangyu Wang 010; Jianfeng Ma 001; Ximeng Liu; Yinbin Miao; Yang Liu 118; Robert H. Deng (IEEE Trans. Dependable Secur. Comput., 2023)

iPrivJoin: An ID-Private Data Join Framework for Privacy-Preserving Machine Learning. - Yang Liu 118; Bingsheng Zhang; Yuxiang Ma; Zhuo Ma 001; Zecheng Wu (IEEE Trans. Inf. Forensics Secur., 2023)

A Secure and Lightweight Multi-Party Private Intersection-Sum Scheme over a Symmetric Cryptosystem. - Junwei Zhang 008; Xin Kang; Yang Liu 118; Huawei Ma; Teng Li 003; Zhuo Ma 001; Sergey Gataullin (Symmetry, 2023)

Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database. - Zhuzhu Wang; Cui Hu; Bin Xiao 002; Yang Liu 118; Teng Li 003; Zhuo Ma 001; Jianfeng Ma 001 (IEEE Trans. Big Data, 2023)

Reveal Your Images: Gradient Leakage Attack Against Unbiased Sampling-Based Secure Aggregation. - Yilong Yang 004; Zhuo Ma 001; Bin Xiao 002; Yang Liu 118; Teng Li 003; Junwei Zhang 008 (IEEE Trans. Knowl. Data Eng., 2023)

Updates Leakage Attack Against Private Graph Split Learning. - Hao Yang; Zhuo Ma 001; Yang Liu 118; Xinjing Liu; Beiwei Yang; Jianfeng Ma 001 (ICA3PP (2), 2024)

Need for Speed: Taming Backdoor Attacks with Speed and Precision. - Zhuo Ma 001; Yilong Yang 004; Yang Liu 118; Tong Yang 003; Xinjing Liu; Teng Li 003; Zhan Qin (SP, 2024)

Guardian: Guarding against Gradient Leakage with Provable Defense for Federated Learning. - Mingyuan Fan 003; Yang Liu 118; Cen Chen 001; Chengyu Wang 001; Minghui Qiu; Wenmeng Zhou (WSDM, 2024)

Mitigate noisy data for smart IoT via GAN based machine unlearning. - Zhuo Ma 001; Yilong Yang 004; Yang Liu 118; Xinjing Liu; Jianfeng Ma 001 (Sci. China Inf. Sci., 2024)

SemiAdv: Query-Efficient Black-Box Adversarial Attack with Unlabeled Images. - Mingyuan Fan 003; Yang Liu 118; Cen Chen 001; Ximeng Liu (CoRR, 2024)

Slot: Provenance-Driven APT Detection through Graph Reinforcement Learning. - Wei Qiao; Yebo Feng; Teng Li 003; Zijian Zhang; Zhengzi Xu; Zhuo Ma 001; Yulong Shen 001; Jianfeng Ma 001; Yang Liu 118 (CoRR, 2024)

Efficient 2PC for Constant Round Secure Equality Testing and Comparison. - Tianpei Lu; Xin Kang; Bingsheng Zhang; Zhuo Ma 001; Xiaoyuan Zhang; Yang Liu 118; Kui Ren 001 (IACR Cryptol. ePrint Arch., 2024)

Efficient and self-recoverable privacy-preserving k-NN classification system with robustness to network delay. - Jinhai Zhang; Junwei Zhang 001; Zhuo Ma 001; Yang Liu 118; Xindi Ma; Jianfeng Ma 001 (J. Syst. Archit., 2024)

Effectively Improving Data Diversity of Substitute Training for Data-Free Black-Box Attack. - Yang Wei 002; Zhuo Ma 001; Zhuoran Ma; Zhan Qin; Yang Liu 118; Bin Xiao 002; Xiuli Bi; Jianfeng Ma 001 (IEEE Trans. Dependable Secur. Comput., 2024)

A Privacy-Preserving Computation Framework for Multisource Label Propagation Services. - Tanren Liu; Zhuo Ma 001; Yang Liu 118; Xin Kang; Bingsheng Zhang; Jianfeng Ma 001 (IEEE Trans. Serv. Comput., 2024)

FlGan: GAN-Based Unbiased Federated Learning Under Non-IID Settings. - Zhuoran Ma; Yang Liu 118; Yinbin Miao; Guowen Xu; Ximeng Liu; Jianfeng Ma 001; Robert H. Deng (IEEE Trans. Knowl. Data Eng., 2024)

Machine learning methods for speech emotion recognition on telecommunication systems. - Alexey Osipov; Ekaterina S. Pleshakova; Yang Liu 118; Sergey Gataullin (J. Comput. Virol. Hacking Tech., 2024)

Multi-Party Private Edge Computing for Collaborative Quantitative Exposure Detection of Endemic Diseases. - Xin Kang; Zhuo Ma 001; Yang Liu 118; Teng Li 003; Zuobin Ying; Bingsheng Zhang (IEEE Trans. Mob. Comput., 2024)

SafeLead: Detecting and Excluding Random STS Attack in UWB Ranging System. - Zhuo Ma 001; Jiayu Jin; Yang Liu 118; Yilong Yang 004; Xinjing Liu; Teng Li 003; Junwei Zhang 001; Jianfeng Ma 001 (INFOCOM, 2025)

L-HAWK: A Controllable Physical Adversarial Patch Against a Long-Distance Target. - Taifeng Liu; Yang Liu 118; Zhuo Ma 001; Tong Yang 003; Xinjing Liu; Teng Li 003; Jianfeng Ma 001 (NDSS, 2025)

S-Teapot: Swift and Efficient Defense Against Patch-Based Backdoor Attack. - Yilong Yang 004; Zhuo Ma 001; Yihua Li; Yang Liu 118; Xinjing Liu; Jianfeng Ma 001 (IEEE Trans. Dependable Secur. Comput., 2025)

On the Trustworthiness Landscape of State-of-the-art Generative Models: A Survey and Outlook. - Mingyuan Fan 003; Chengyu Wang 001; Cen Chen 001; Yang Liu 118; Jun Huang 007 (Int. J. Comput. Vis., 2025)

ProvX: Generating Counterfactual-Driven Attack Explanations for Provenance-Based Detection. - Weiheng Wu; Wei Qiao; Teng Li 003; Yebo Feng; Zhuo Ma 001; Jianfeng Ma 001; Yang Liu 118 (CoRR, 2025)