Prof. ZHOU Zimu (周子慕)
Research Output
- 2024
- 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. 8935-8950Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- 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 others , 14 Aug 2024, (Online published) In: IEEE Transactions on Mobile Computing.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 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 others , 16 Jul 2024, (Online published) In: IEEE Internet of Things Journal. 14 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 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 others , 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
- 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
- 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 6 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 2023
- 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 Works › Foreword/preface/postscript
- 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4 - 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 others , 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 3 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 11 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 2 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 3