Prof. ZHOU Zimu (周子慕)

Research Output

  1. 2024
  2. Published

    SwapNet: Efficient Swapping for DNN Inference on Edge AI Devices Beyond the Memory Budget

    Wang, K., Cao, J., Zhou, Z. & Li, Z., Sept 2024, In: IEEE Transactions on Mobile Computing. 23, 9, p. 8935-8950

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

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  3. Online published

    Patching in Order: Efficient On-Device Model Fine-Tuning for Multi-DNN Vision Applications

    Cao, Z., Cheng, Y., Zhou, Z., Lu, A., Hu, Y., Liu, J., Zhang, M., & 1 othersLi, Z., 14 Aug 2024, (Online published) In: IEEE Transactions on Mobile Computing.

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

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  4. Published

    CASA: Clustered Federated Learning with Asynchronous Clients

    Liu, B., Ma, Y., Zhou, Z., Shi, Y., Li, S. & Tong, Y., Aug 2024, KDD '24 - Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. New York, NY: Association for Computing Machinery, p. 1851-1862 (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

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  5. Online published

    RAPNet: Resolution-Adaptive and Predictive Early Exit Network for Efficient Image Recognition

    Hu, Y., Cheng, Y., Zhou, Z., Cao, Z., Lu, A., Liu, J., Zhang, M., & 1 othersLi, Z., 16 Jul 2024, (Online published) In: IEEE Internet of Things Journal. 14 p.

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

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  6. Published

    DeCoCDR: Deployable Cloud-Device Collaboration for Cross-Domain Recommendation

    Li, Y., Zhang, Y., Zhou, Z. & Li, Q., Jul 2024, SIGIR '24: Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 2114-2123 (SIGIR - Proceedings of the International ACM SIGIR Conference on Research and Development in Information Retrieval).

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

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  7. Published

    Deep Learning Inference on Heterogeneous Mobile Processors: Potentials and Pitfalls

    Liu, S., Zhou, W., Zhou, Z., Guo, B., Wang, M., Fang, C., Lin, Z., & 1 othersYu, Z., Jun 2024, AdaAIoTSys '24: Proceedings of the 2024 Workshop on Adaptive AIoT Systems. Association for Computing Machinery, Inc, p. 1-6 (AdaAIoTSys - Proceedings of the AdaAIoTSys - Workshop on Adaptive AIoT Systems).

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

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  8. Published

    Pantheon: Preemptible Multi-DNN Inference on Mobile Edge GPUs

    Han, L., Zhou, Z. & Li, Z., Jun 2024, MOBISYS '24: Proceedings of the 22nd Annual International Conference on Mobile Systems, Applications and Services. Association for Computing Machinery, p. 465-478 14 p.

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

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  9. Published

    GRAPH-CONSTRAINED DIFFUSION FOR END-TO-END PATH PLANNING

    Shi, D., Tong, Y., Zhou, Z., Xu, K., Wang, Z. & Ye, J., May 2024, 12th International Conference on Learning Representations, ICLR 2024. International Conference on Learning Representations, ICLR, 19 p. (International Conference on Learning Representations, ICLR).

    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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  10. Online published

    An Experimental Study on Federated Equi-Joins

    Li, S., Zeng, Y., Wang, Y., Zhong, Y., Zhou, Z. & Tong, Y., 12 Mar 2024, (Online published) In: IEEE Transactions on Knowledge and Data Engineering.

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

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  11. Published

    EchoPFL: Asynchronous Personalized Federated Learning on Mobile Devices with On-Demand Staleness Control

    Li, X., Liu, S., Zhou, Z., Guo, B., Xu, Y. & Yu, Z., Mar 2024, In: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies. 8, 1, 41.

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

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  12. Published

    Enabling Resource-Efficient AIoT System With Cross-Level Optimization: A Survey

    Liu, S., Guo, B., Fang, C., Wang, Z., Luo, S., Zhou, Z. & Yu, Z., 2024, In: IEEE Communications Surveys and Tutorials. 26, 1, p. 389-427 39 p.

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

    Scopus citations: 6
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  13. Published

    FedGTP: Exploiting Inter-Client Spatial Dependency in Federated Graph-based Traffic Prediction

    Yang, L., Chen, W., He, X., Wei, S., Xu, Y., Zhou, Z. & Tong, Y., 2024, KDD ’24: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 6105-6116 (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

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  14. 2023
  15. Published

    Message from the Program Chairs: ICPADS 2023

    Calhoun, J., Zhou, Z. & Wang, X., Dec 2023, Proceedings - 2023 IEEE 29th International Conference on Parallel and Distributed Systems (ICPADS 2023). Institute of Electrical and Electronics Engineers, Inc., p. lxv (Proceedings of the International Conference on Parallel and Distributed Systems - ICPADS).

    Research output: Chapters, Conference Papers, Creative and Literary WorksForeword/preface/postscript

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  16. Published

    MoEnlight: Energy-efficient and self-Adaptive Low-light Video Stream Enhancement on Mobile Devices

    Liu, S., Li, X., Zhou, Z., Guo, B., Xu, Y. & Yu, Z., Jul 2023, Proceedings of ACM Turing Award Celebration Conference, CHINA 2023. Association for Computing Machinery (ACM), p. 19-20 (Proceedings of ACM Turing Award Celebration Conference, CHINA).

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

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  17. Published

    Genie in the Model: Automatic Generation of Human-in-the-Loop Deep Neural Networks for Mobile Applications

    WANG, Y., YU, Z., LIU, S., ZHOU, Z. & GUO, B., Mar 2023, In: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies. 7, 1, 36.

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

    Scopus citations: 4
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  18. Published

    Approximate k-Nearest Neighbor Query over Spatial Data Federation

    Zhang, K., Tong, Y., Shi, Y., Zeng, Y., Xu, Y., Chen, L., Zhou, Z., & 3 othersXu, K., Lv, W. & Zheng, Z., 2023, Database Systems for Advanced Applications: 28th International Conference, DASFAA 2023, Proceedings. Wang, X., Sapino, M. L., Han, W., El Abbadi, A., Dobbie, G., Feng, Z., Shao, Y. & Yin, H. (eds.). Springer, Cham, p. 351-368 (Lecture Notes in Computer Science; vol. 13943).

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

    Scopus citations: 3
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  19. Published

    Collision-Aware Route Planning in Warehouses Made Efficient: A Strip-based Framework

    Shi, D., Zhou, N., Tong, Y., Zhou, Z., Xu, Y. & Xu, K., 2023, Proceedings - 2023 IEEE 39th International Conference on Data Engineering, ICDE 2023. Institute of Electrical and Electronics Engineers, Inc., p. 869-881 (Proceedings - International Conference on Data Engineering).

    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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  20. Published

    Distribution-Regularized Federated Learning on Non-IID Data

    Wang, Y., Tong, Y., Zhou, Z., Zhang, R., Pan, S. J., Fan, L. & Yang, Q., 2023, Proceedings - 2023 IEEE 39th International Conference on Data Engineering (ICDE 2023). Institute of Electrical and Electronics Engineers, Inc., p. 2113-2125 (Proceedings - International Conference on Data Engineering; vol. 2023-April).

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

    Scopus citations: 11
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  21. Published

    DM-PFL: Hitchhiking Generic Federated Learning for Efficient Shift-Robust Personalization

    Zhang, W., Zhou, Z., Wang, Y. & Tong, Y., 2023, KDD '23: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 3396-3408 (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

    Scopus citations: 2
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  22. Published

    Localised Adaptive Spatial-Temporal Graph Neural Network

    Duan, W., He, X., Zhou, Z., Thiele, L. & Rao, H., 2023, KDD ’23: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 448-458 (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

    Scopus citations: 3
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