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2025

Federated Heavy Hitter Analytics with Local Differential PrivacyYuemin Zhang 0001, Qingqing Ye 0001, Haibo Hu 0001. pacmmod, 3(1), February 2025. [doi]

From Randomized Response to Randomized Index: Answering Subset Counting Queries with Local Differential PrivacyQingqing Ye 0001, Liantong Yu, Kai Huang, Xiaokui Xiao, Weiran Liu, Haibo Hu 0001. sp 2025: 3877-3891 [doi]

MER-Inspector: Assessing Model Extraction Risks from An Attack-Agnostic PerspectiveXinwei Zhang 0002, Haibo Hu 0001, Qingqing Ye 0001, Li Bai 0004, Huadi Zheng. WWW 2025: 4300-4315 [doi]

ProVFL: Property Inference Attacks Against Vertical Federated LearningLi Bai 0004, Xinwei Zhang 0002, Sen Zhang 0002, Qingqing Ye 0001, Haibo Hu 0001. tifs, 20:6529-6543, 2025. [doi]

Membership Inference Attacks and Defenses in Federated Learning: A SurveyLi Bai 0004, Haibo Hu 0001, Qingqing Ye 0001, Haoyang Li, Leixia Wang, Jianliang Xu. ACM Comput. Surv., 57(4), April 2025. [doi]

Privacy for Free: Leveraging Local Differential Privacy Perturbed Data from Multiple ServicesRong Du, Qingqing Ye 0001, Yue Fu, Haibo Hu 0001. pvldb, 18(6):1743-1755, February 2025. [doi]

Top-k Discovery Under Local Differential Privacy: An Adaptive Sampling ApproachRong Du, Qingqing Ye 0001, Yue Fu, Haibo Hu 0001, Kai Huang 0011. tdsc, 22(2):1763-1780, March - April 2025. [doi]

Secure bi-attribute index: Batch membership tests over the non-sensitive attributeYue Fu, Qingqing Ye 0001, Rong Du, Haibo Hu 0001. compsec, 152:104369, 2025. [doi]

FUNU: Boosting Machine Unlearning Efficiency by Filtering Unnecessary UnlearningZitong Li, Qingqing Ye 0001, Haibo Hu 0001. WWW 2025: 3366-3376 [doi]

A Sample-Level Evaluation and Generative Framework for Model Inversion AttacksHaoyang Li, Li Bai 0004, Qingqing Ye 0001, Haibo Hu 0001, Yaxin Xiao, Huadi Zheng, Jianliang Xu. AAAI 2025: 18287-18295 [doi]

"Yes, My LoRD." Guiding Language Model Extraction with Locality Reinforced DistillationZi Liang, Qingqing Ye 0001, Yanyun Wang 0003, Sen Zhang 0002, Yaxin Xiao, Ronghua Li, Jianliang Xu, Haibo Hu 0001. acl 2025: 1441-1465 [doi]

Exploring Intrinsic Alignments Within Text CorpusZi Liang, Pinghui Wang, Ruofei Zhang, Haibo Hu 0001, Shuo Zhang, Qingqing Ye 0001, Nuo Xu, Yaxin Xiao, Chen Zhang, LiZhen Cui. AAAI 2025: 27455-27463 [doi]

Multi-hop sanitizable signature for collaborative edge computingHaotian Yan, Haibo Hu 0001, Qingqing Ye 0001, Jianliang Xu. jcs, 33(2):79-99, 2025. [doi]

A Novel Modeling Approach for Cumulative Belief Rule-Base With Joint Optimization and Rule SynthesisLong-Hao Yang, Dan-Ning Yu, Fei-Fei Ye, Haibo Hu 0001, Qingqing Ye 0001. tsmc, 55(4):2961-2973, April 2025. [doi]

PrivRM: A Framework for Range Mean Estimation under Local Differential PrivacyLiantong Yu, Qingqing Ye 0001, Rong Du. pacmmod, 3(3), June 2025. [doi]

PrivDPR: Synthetic Graph Publishing with Deep PageRank under Differential PrivacySen Zhang, Haibo Hu 0001, Qingqing Ye 0001, Jianliang Xu. kdd 2025: 1936-1947 [doi]

2024

Boosting Accuracy of Differentially Private Continuous Data Release for Federated LearningJianping Cai, Qingqing Ye 0001, Haibo Hu 0001, Ximeng Liu, Yanggeng Fu. tifs, 19:10287-10301, 2024. [doi]

A Federated Learning Framework Based on Differentially Private Continuous Data ReleaseJianping Cai, Ximeng Liu, Qingqing Ye 0001, Yang Liu 0165, Yuyang Wang. tdsc, 21(5):4879-4894, September - October 2024. [doi]

LDPTube: Theoretical Utility Benchmark and Enhancement for LDP Mechanisms in High-Dimensional SpaceJiawei Duan, Qingqing Ye 0001, Haibo Hu 0001, Xinyue Sun. tkde, 36(8):3948-3962, 2024. [doi]

Interactive Trimming Against Evasive Online Data Manipulation Attacks: A Game-Theoretic ApproachYue Fu, Qingqing Ye 0001, Rong Du, Haibo Hu 0001. icde 2024: 3587-3599 [doi]

DPSUR: Accelerating Differentially Private Stochastic Gradient Descent Using Selective Update and ReleaseJie Fu, Qingqing Ye 0001, Haibo Hu 0001, Zhili Chen, Lulu Wang, Kuncan Wang, Xun Ran. pvldb, 17(6):1200-1213, February 2024. [doi]

FRESH: Towards Efficient Graph Queries in an Outsourced GraphKai Huang, Yunqi Li, Qingqing Ye 0001, Yao Tian, Xi Zhao, Yue Cui, Haibo Hu 0001, Xiaofang Zhou 0001. icde 2024: 4545-4557 [doi]

LDPGuard: Defenses Against Data Poisoning Attacks to Local Differential Privacy ProtocolsKai Huang, Gaoya Ouyang, Qingqing Ye 0001, Haibo Hu 0001, Bolong Zheng, Xi Zhao 0006, Ruiyuan Zhang, Xiaofang Zhou 0001. tkde, 36(7):3195-3209, July 2024. [doi]

TED$^+$+: Towards Discovering Top-k Edge-Diversified Patterns in a Graph DatabaseKai Huang, Yue Cui 0001, Qingqing Ye 0001, Yan Zhao 0008, Xi Zhao 0006, Yao Tian, Kai Zheng 0001, Haibo Hu 0001, Xiaofang Zhou 0001. tkde, 36(5):2224-2238, May 2024. [doi]

RFTrack: Stealthy Location Inference and Tracking Attack on Wi-Fi DevicesRonghua Li, Haibo Hu 0001, Qingqing Ye 0001. tifs, 19:5925-5939, 2024. [doi]

Utility-Aware Time Series Data Release With Anomalies Under TLDPYulian Mao, Qingqing Ye 0001, Qi Wang, Haibo Hu. tmc, 23(6):7135-7147, June 2024. [doi]

Differential Privacy for Time Series: A SurveyYulian Mao, Qingqing Ye 0001, Qi Wang, Haibo Hu 0001. DEBU, 47(2):67-92, 2024. [doi]

PrivShape: Extracting Shapes in Time Series Under User-Level Local Differential PrivacyYulian Mao, Qingqing Ye 0001, Haibo Hu 0001, Qi Wang, Kai Huang. icde 2024: 1739-1751 [doi]

Differentially Private Graph Neural Networks for Link PredictionXun Ran, Qingqing Ye 0001, Haibo Hu 0001, Xin Huang, Jianliang Xu, Jie Fu. icde 2024: 1632-1644 [doi]

LDPRecover: Recovering Frequencies from Poisoning Attacks Against Local Differential PrivacyXinyue Sun, Qingqing Ye 0001, Haibo Hu, Jiawei Duan, Tianyu Wo, Jie Xu 0007, Renyu Yang. icde 2024: 1619-1631 [doi]

PUTS: Privacy-Preserving and Utility-Enhancing Framework for Trajectory SynthesizationXinyue Sun, Qingqing Ye 0001, Haibo Hu 0001, Jiawei Duan, Qiao Xue, Tianyu Wo, Jie Xu 0007. tkde, 36(1):296-310, January 2024. [doi]

Generating Location Traces With Semantic- Constrained Local Differential PrivacyXinyue Sun, Qingqing Ye 0001, Haibo Hu 0001, Jiawei Duan, Qiao Xue, Tianyu Wo, Weizhe Zhang, Jie Xu 0007. tifs, 19:9850-9865, 2024. [doi]

DeepMark: A Scalable and Robust Framework for DeepFake Video DetectionLi Tang, Qingqing Ye 0001, Haibo Hu 0001, Qiao Xue, Yaxin Xiao, Jin Li 0002. tissec, 27(1), 2024. [doi]

PriPL-Tree: Accurate Range Query for Arbitrary Distribution under Local Differential PrivacyLeixia Wang, Qingqing Ye 0001, Haibo Hu 0001, Xiaofeng Meng 0001. pvldb, 17(11):3031-3044, July 2024. [doi]

EPS$^{2}$2: Privacy Preserving Set-Valued Data Analysis in the Shuffle ModelLeixia Wang, Qingqing Ye 0001, Haibo Hu 0001, Xiaofeng Meng 0001. tkde, 36(11):6084-6098, November 2024. [doi]

LDP-Purifier: Defending against Poisoning Attacks in Local Differential PrivacyLeixia Wang, Qingqing Ye 0001, Haibo Hu 0001, Xiaofeng Meng 0001, Kai Huang. dasfaa 2024: 221-231 [doi]

Time-Specific Integrity Service in MQTT ProtocolHaotian Yan, Haibo Hu 0001, Qingqing Ye 0001. ipsn 2024: 113-125 [doi]

DWSSA: Alleviating over-smoothness for deep Graph Neural NetworksQirong Zhang, Jin Li, Qingqing Ye 0001, Yuxi Lin, Xinlong Chen, Yang-Geng Fu. NN, 174:106228, 2024. [doi]

2023

Stateful Switch: Optimized Time Series Release with Local Differential PrivacyQingqing Ye 0001, Haibo Hu 0001, Kai Huang, Man Ho Au, Qiao Xue. infocom 2023: 1-10 [doi]

PrivKVM*: Revisiting Key-Value Statistics Estimation With Local Differential PrivacyQingqing Ye 0001, Haibo Hu 0001, Xiaofeng Meng 0001, Huadi Zheng, Kai Huang, Chengfang Fang, Jie Shi. tdsc, 20(1):17-35, 2023. [doi]

Differential Aggregation against General Colluding AttackersRong Du, Qingqing Ye 0001, Yue Fu, Haibo Hu 0001, Jin Li 0002, Chengfang Fang, Jie Shi. icde 2023: 2180-2193 [doi]

ReFlat: A Robust Access Pattern Hiding Solution for General Cloud Query Processing Based on K-Isomorphism and Hardware EnclaveZiyang Han, Haibo Hu 0001, Qingqing Ye 0001. tcc, 11(2):1474-1486, April - June 2023. [doi]

OTKI-F: An efficient memory-secure multi-keyword fuzzy search protocolZiyang Han, Qingqing Ye 0001, Haibo Hu 0001. jcs, 31(2):129-152, 2023. [doi]

TED: Towards Discovering Top-k Edge-Diversified Patterns in a Graph DatabaseKai Huang, Haibo Hu 0001, Qingqing Ye 0001, Kai Tian, Bolong Zheng, Xiaofang Zhou 0001. pacmmod, 1(1), 2023. [doi]

3DFed: Adaptive and Extensible Framework for Covert Backdoor Attack in Federated LearningHaoyang Li, Qingqing Ye 0001, Haibo Hu 0001, Jin Li 0002, Leixia Wang, Chengfang Fang, Jie Shi. sp 2023: 1893-1907 [doi]

Collaborative Sampling for Partial Multi-Dimensional Value Collection Under Local Differential PrivacyQiuyu Qian, Qingqing Ye 0001, Haibo Hu 0001, Kai Huang, Tom Tak-Lam Chan, Jin Li 0002. tifs, 18:3948-3961, 2023. [doi]

Efficient and lightweight indexing approach for multi-dimensional historical data in blockchainBikash Chandra Singh, Qingqing Ye 0001, Haibo Hu, Bin Xiao 0001. fgcs, 139:210-223, 2023. [doi]

Synthesizing Realistic Trajectory Data With Differential PrivacyXinyue Sun, Qingqing Ye 0001, Haibo Hu 0001, Yuandong Wang, Kai Huang, Tianyu Wo, Jie Xu 0007. tits, 24(5):5502-5515, May 2023. [doi]

Secure Traffic Monitoring With Spatio-Temporal Metadata Protection Using Oblivious RAMLi Tang, Qingqing Ye 0001, Haibo Hu 0001, Man Ho Au. tits, 24(12):14903-14913, December 2023. [doi]

CGP: Centroid-guided Graph Poisoning for Link Inference Attacks in Graph Neural NetworksHaozhe Tian, Haibo Hu 0001, Qingqing Ye 0001. bigdataconf 2023: 554-561 [doi]

DDRM: A Continual Frequency Estimation Mechanism With Local Differential PrivacyQiao Xue, Qingqing Ye 0001, Haibo Hu 0001, Youwen Zhu, Jian Wang. tkde, 35(7):6784-6797, July 2023. [doi]

Partial message verification in fog-based industrial Internet of thingsHaotian Yan, Haibo Hu 0001, Qingqing Ye 0001. compsec, 135:103530, December 2023. [doi]

Towards Defending Against Byzantine LDP Amplified Gain AttacksYukun Yan, Qingqing Ye 0001, Haibo Hu 0001, Rui Chen 0012, Qilong Han, Leixia Wang. dasfaa 2023: 627-643 [doi]

Trajectory Data Collection with Local Differential PrivacyYuemin Zhang, Qingqing Ye 0001, Rui Chen 0012, Haibo Hu 0001, Qilong Han. pvldb, 16(10):2591-2604, 2023. [doi]

2022

LF-GDPR: A Framework for Estimating Graph Metrics With Local Differential PrivacyQingqing Ye 0001, Haibo Hu 0001, Man Ho Au, Xiaofeng Meng 0001, Xiaokui Xiao. tkde, 34(10):4905-4920, 2022. [doi]

Utility Analysis and Enhancement of LDP Mechanisms in High-Dimensional SpaceJiawei Duan, Qingqing Ye 0001, Haibo Hu 0001. icde 2022: 407-419 [doi]

Unified Proof of Work: Delegating and Solving Customized Computationally Bounded Problems in a Privacy-Preserving WayYue Fu, Qingqing Ye 0001, Rong Du, Haibo Hu 0001. apweb 2023: 309-317 [doi]

VINCENT: Towards Efficient Exploratory Subgraph Search in Graph DatabasesKai Huang, Qingqing Ye 0001, Jing Zhao, Xi Zhao, Haibo Hu 0001, Xiaofang Zhou 0001. pvldb, 15(12):3634-3637, 2022. [doi]

Privacy and efficiency guaranteed social subgraph matchingKai Huang, Haibo Hu 0001, Shuigeng Zhou, Jihong Guan, Qingqing Ye 0001, Xiaofang Zhou 0001. vldb, 31(3):581-602, 2022. [doi]

Stateful-CCSH: An Efficient Authentication Scheme for High-Resolution Video Surveillance SystemLi Tang, Qingqing Ye 0001, Huadi Zheng, Haibo Hu 0001, Ziyang Han, Ngai-Fong Law. iotj, 9(19):19373-19386, 2022. [doi]

MExMI: Pool-based Active Model Extraction Crossover Membership InferenceYaxin Xiao, Qingqing Ye 0001, Haibo Hu 0001, Huadi Zheng, Chengfang Fang, Jie Shi. nips 2022: [doi]

SPMAC: Scalable Prefix Verifiable Message Authentication Code for Internet of ThingsHaotian Yan, Haibo Hu 0001, Qingqing Ye 0001, Li Tang. tnsm, 19(3):3453-3464, 2022. [doi]

Efficient Verifiably Encrypted ECDSA-Like Signatures and Their ApplicationsXiao Yang, Mengling Liu, Man Ho Au, Xiapu Luo, Qingqing Ye 0001. tifs, 17:1573-1582, 2022. [doi]

Protecting Decision Boundary of Machine Learning Model With Differentially Private PerturbationHuadi Zheng, Qingqing Ye 0001, Haibo Hu 0001, Chengfang Fang, Jie Shi. tdsc, 19(3):2007-2022, 2022. [doi]

2021

Beyond Value Perturbation: Local Differential Privacy in the Temporal SettingQingqing Ye 0001, Haibo Hu 0001, Ninghui Li, Xiaofeng Meng 0001, Huadi Zheng, Haotian Yan. infocom 2021: 1-10 [doi]

Collecting High-Dimensional and Correlation-Constrained Data with Local Differential PrivacyRong Du, Qingqing Ye 0001, Yue Fu, Haibo Hu 0001. secon 2021: 1-9 [doi]

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