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Research

Dr Zhengxin Yu

Lecturer in Security and Protection Science

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  1. 2024
  2. Forthcoming

    Federated Adversarial Learning for Robust Autonomous Landing Runway Detection

    Li, Y., Angelov, P., Yu, Z., Lopez Pellicer, A. & Suri, N., 4/06/2024, (Accepted/In press) International Conference on Artificial Neural Networks (ICANN).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  3. Published

    Computation offloading in blockchain-enabled MCS systems: A scalable deep reinforcement learning approach

    Chen, Z., Zhang, J., Huang, Z., Wang, P., Yu, Z. & Miao, W., 30/04/2024, In: Future Generation Computer Systems. 153, p. 301-311 11 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  4. 2023
  5. Published

    RAFL: A Robust and Adaptive Federated Meta-Learning Framework Against Adversaries

    Yu, Z., Lu, Y. & Suri, N., 1/11/2023, 2023 IEEE 20th International Conference on Mobile Ad Hoc and Smart Systems (MASS). IEEE

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  6. Published

    Privacy-preserving Decentralized Federated Learning over Time-varying Communication Graph

    Lu, Y., Yu, Z. & Suri, N., 31/08/2023, In: ACM Transactions on Privacy and Security. 26, 3, p. 1-39 39 p., 33.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  7. Published

    DNformer: Temporal Link Prediction with Transfer Learning in Dynamic Networks

    Jiang, X., Yu, Z., Hai, C., Liu, H., Wu, X. & Ward, T., 30/06/2023, In: ACM Transactions on Knowledge Discovery from Data. 17, 3, p. 43:1-43:21 21 p., 43.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  8. Published

    Intelligent Offloading in Blockchain-Based Mobile Crowdsensing Using Deep Reinforcement Learning

    Chen, Z. & Yu, Z., 30/06/2023, In: IEEE Communications Magazine. 61, 6, p. 118-123 6 p., 6.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  9. Forthcoming

    Federated Meta Learning for Visual Navigation in GPS-denied Urban Airspace

    Yuksek, B., Yu, Z., Suri, N. & Inalhan, G., 22/04/2023, (Accepted/In press).

    Research output: Contribution to conference - Without ISBN/ISSN › Conference paper › peer-review

  10. Published

    PPFM: An Adaptive and Hierarchical Peer-to-Peer Federated Meta-Learning Framework

    Yu, Z., Lu, Y., Angelov, P. & Suri, N., 29/03/2023, 2022 18th International Conference on Mobility, Sensing and Networking (MSN). IEEE, p. 502-509 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  11. 2022
  12. Published

    Privacy-preserving Decentralized Federated Learning over Time-varying Communication Graph

    Lu, Y., Yu, Z. & Suri, N., 1/10/2022, In: arXiv. abs/2210.00325, 26 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  13. Published

    Pinch: An Adversarial Extraction Attack Framework for Deep Learning Models

    Hackett, W., Trawicki, S., Yu, Z., Suri, N. & Garraghan, P., 13/09/2022, In: arXiv.

    Research output: Contribution to Journal/Magazine › Journal article

  14. Published

    PINCH: An Adversarial Extraction Attack Framework for Deep Learning Models.

    Hackett, W., Trawicki, S., Yu, Z., Suri, N. & Garraghan, P., 13/09/2022, In: arXiv. abs/2209.06300, 15 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  15. 2021
  16. Published

    Mobility-Aware Proactive Edge Caching for Connected Vehicles Using Federated Learning

    Yu, Z., Hu, J., Min, G., Zhao, Z., Miao, W. & Hossain, M. S., 31/08/2021, In: IEEE Transactions on Intelligent Transportation Systems. 22, 8, p. 5341-5351 11 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  17. Published

    Location-based Robust Beamforming Design for Cellular-enabled UAV Communications

    Miao, W., Luo, C., Min, G., Mi, Y. & Yu, Z., 15/06/2021, In: IEEE Internet of Things Journal. 8, 12, p. 9934-9944 11 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  18. E-pub ahead of print

    Privacy-preserving federated deep learning for cooperative hierarchical caching in fog computing

    Yu, Z., Hu, J., Min, G., Wang, Z., Miao, W. & Li, S., 18/05/2021, (E-pub ahead of print) In: IEEE Internet of Things Journal. 10 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  19. 2020
  20. Published

    Proactive Content Caching for Internet-of-Vehicles based on Peer-to-Peer Federated Learning

    Yu, Z., Hu, J., Min, G., Xu, H. & Mills, J., 2/12/2020, p. 601-608. 8 p.

    Research output: Contribution to conference - Without ISBN/ISSN › Conference paper › peer-review

  21. Published

    Edge-Computing-Based Channel Allocation for Deadline-Driven IoT Networks

    Gao, W., Zhao, Z., Yu, Z., Min, G., Yang, M. & Huang, W., 31/10/2020, In: IEEE Transactions on Industrial Informatics. 16, 10, p. 6693-6702 10 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  22. 2019
  23. Published

    Federated learning based proactive content caching in edge computing

    Yu, Z., Hu, J., Min, G., Lu, H., Zhao, Z., Wang, H. & Georgalas, N., 21/02/2019, 2018 IEEE Global Communications Conference (GLOBECOM). IEEE, p. 1-6 6 p. (IEEE Global Communications Conference (GLOBECOM)).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  24. 2017
  25. Published

    A secure collaborative spectrum sensing strategy in cyber-physical systems

    Lin, H., Hu, J., Ma, J., Xu, L. & Yu, Z., 22/12/2017, In: IEEE Access. 5, p. 27679-27690 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

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