Towards Secure and Privacy-enhanced Machine Learning as a Service

Project: Research

Research Output

  1. 2024
  2. Published

    BadSampler: Harnessing the Power of Catastrophic Forgetting to Poison Byzantine-robust Federated Learning

    Liu, Y., Wang, C. & Yuan, X., Aug 2024, KDD '24: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery (ACM), p. 1944-1955 12 p.

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Scopus citations: 1
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  3. Published

    Blockchain-Assisted Secure Deduplication for Large-Scale Cloud Storage Service

    Hua, Z., Yao, Y., Song, M., Zheng, Y., Zhang, Y. & Wang, C., May 2024, In: IEEE Transactions on Services Computing. 17, 3, p. 821-835

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  4. Online published

    ClusterPoison: Poisoning Attacks on Recommender Systems with Limited Fake Users

    Wang, Y., Liu, Y., Wang, Q. & Wang, C., 8 Apr 2024, (Online published) In: IEEE Communications Magazine. 7 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  5. Published

    SecDR: Enabling Secure, Efficient, and Accurate Data Recovery for Mobile Crowdsensing

    Zheng, Y., Zhou, M., Wang, S., Huang, H., Jia, X., Yi, X. & Wang, C., Mar 2024, In: IEEE Transactions on Dependable and Secure Computing. 21, 2, p. 789-803 15 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 2
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  6. Published

    Cross-user Leakage Mitigation for Authorized Multi-user Encrypted Data Sharing

    Wang, M., Chen, Z., Miao, Y., Huang, H., Wang, C. & Jia, X., 2024, In: IEEE Transactions on Information Forensics and Security. 19, p. 1213-1226

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  7. Published

    eGrass: An Encrypted Attributed Subgraph Matching System with Malicious Security

    Wang, S., Zheng, Y., Jia, X. & Wang, C., 2024, In: IEEE Transactions on Information Forensics and Security. 19, p. 5999-6014

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  8. Published

    FairFed: Improving Fairness and Efficiency of Contribution Evaluation in Federated Learning via Cooperative Shapley Value

    Liu, Y., Chang, S., Liu, Y., Li, B. & Wang, C., 2024, IEEE INFOCOM 2024 - IEEE Conference on Computer Communications. Institute of Electrical and Electronics Engineers, Inc., p. 621-630 (Proceedings - IEEE INFOCOM).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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  9. Published

    Nemesis: Combating Abusive Information in Encrypted Messaging with Private Reporting

    Lian, R., Ming, Y., Cai, C., Zheng, Y., Wang, C. & Jia, X., 2024, Computer Security – ESORICS 2024 - 29th European Symposium on Research in Computer Security, Proceedings. Garcia-Alfaro, J., Kozik, R., Choraś, M. & Katsikas, S. (eds.). Springer, Cham, Vol. Part II. p. 247-267 (Lecture Notes in Computer Science; vol. 14983).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Check@CityULib
  10. Published

    Proof of Unlearning: Definitions and Instantiation

    Weng, J., Yao, S., Du, Y., Huang, J., Weng, J. & Wang, C., 2024, In: IEEE Transactions on Information Forensics and Security. 19, p. 3309-3323

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 2
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  11. Published

    ShadowBug: Enhanced Synthetic Fuzzing Benchmark Generation

    Zhou, Z. & Wang, C., 2024, In: IEEE Open Journal of the Computer Society. 5, p. 95-106

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  12. Published

    Toward Evaluating Robustness of Reinforcement Learning with Adversarial Policy

    Zheng, X., Ma, X., Wang, S., Wang, X., Shen, C. & Wang, C., 2024, Proceedings - 2024 54th Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2024). Institute of Electrical and Electronics Engineers, Inc., p. 288-301 (Proceedings - Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Check@CityULib
  13. Published

    Verifying in the Dark: Verifiable Machine Unlearning by Using Invisible Backdoor Triggers

    Guo, Y., Zhao, Y., Hou, S., Wang, C. & Jia, X., 2024, In: IEEE Transactions on Information Forensics and Security. 19, p. 708-721

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  14. 2023
  15. Online published

    Toward Quality-aware Data Valuation in Learning Algorithms: Practices, Challenges, and Beyond

    Xu, L., Chen, J., Chang, S., Wang, C. & Li, B., 7 Dec 2023, (Online published) In: IEEE Network.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  16. Published

    Spoofing Attacks and Anti-Spoofing Methods for Face Authentication over Smartphones

    Zheng, Z., Wang, Q. & Wang, C., Dec 2023, In: IEEE Communications Magazine. 61, 12, p. 213-219

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 2
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  17. Published

    Differential privacy in deep learning: Privacy and beyond

    Wang, Y., Wang, Q., Zhao, L. & Wang, C., Nov 2023, In: Future Generation Computer Systems. 148, p. 408-424

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 11
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  18. Published

    Poster: Towards Lightweight TEE-Assisted MPC

    Dong, W. & Wang, C., Nov 2023, CCS '23: Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security. Association for Computing Machinery, p. 3609-3611

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Check@CityULib
  19. Published

    PrigSim: Towards Privacy-Preserving Graph Similarity Search as a Cloud Service

    Wang, S., Zheng, Y., Jia, X., Huang, H. & Wang, C., Oct 2023, In: IEEE Transactions on Knowledge and Data Engineering. 35, 10, p. 10478-10496

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 1
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  20. Published

    SecSkyline: Fast Privacy-Preserving Skyline Queries Over Encrypted Cloud Databases

    Zheng, Y., Wang, W., Wang, S., Jia, X., Huang, H. & Wang, C., Sept 2023, In: IEEE Transactions on Knowledge and Data Engineering. 35, 9, p. 8955-8967 13 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 11
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  21. Published

    Optimizing Secure Decision Tree Inference Outsourcing

    Zheng, Y., Wang, C., Wang, R., Duan, H. & Nepal, S., Jul 2023, In: IEEE Transactions on Dependable and Secure Computing. 20, 4, p. 3079-3092 14 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 4
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  22. Published

    Towards Public Verifiable and Forward-Privacy Encrypted Search by Using Blockchain

    Guo, Y., Zhang, C., Wang, C. & Jia, X., May 2023, In: IEEE Transactions on Dependable and Secure Computing. 20, 3, p. 2111-2126

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 49
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