Prof. ZHOU Zimu (周子慕)
Research Output
- 2025
- Published
ClassTer: Mobile Shift-Robust Personalized Federated Learning via Class-Wise Clustering
Li, X., Liu, S., Zhou, Z., Xu, Y., Guo, B. & Yu, Z., Mar 2025, In: IEEE Transactions on Mobile Computing. 24, 3, p. 2014-2028Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
DeepSwarm: towards swarm deep learning with bi-directional optimization of data acquisition and processing
LIU, S., GUO, B., WANG, Z., WANG, L., ZHOU, Z., LI, X. & YU, Z., Mar 2025, In: Frontiers of Computer Science. 19, 3, 193501.Research output: Journal Publications and Reviews › Letter
Scopus citations: 2 - Published
Hu-Fu: efficient and secure spatial queries over data federation
Tong, Y., Zeng, Y., Song, Y., Pan, X., Fan, Z., Xue, C. & Zhou, Z. & 5 others, , Mar 2025, In: VLDB Journal. 34, 2, 19.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
Towards practical data alignment in production federated learning
SHI, Y., YU, W., ZHANG, Y., XUE, C., ZENG, Y., ZHOU, Z. & GUO, M. & 2 others, , Jan 2025, In: Frontiers of Computer Science. 19, 1, 191603.Research output: Journal Publications and Reviews › Letter
- 2024
- Published
Efficient and Private Federated Trajectory Matching
Wang, Y., Zeng, Y., Li, S., Zhang, Y., Zhou, Z. & Tong, Y., Dec 2024, In: IEEE Transactions on Knowledge and Data Engineering. 36, 12, p. 8079-8092Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
LATTE: Layer Algorithm-aware Training Time Estimation for Heterogeneous Federated Learning
Wang, K., Zhou, Z. & Li, Z., Dec 2024, ACM MobiCom '24: Proceedings of the 30th Annual International Conference on Mobile Computing And Networking. New York, NY: Association for Computing Machinery, p. 1470-1474 15 p. (Proceedings of the Annual International Conference on Mobile Computing and Networking, MOBICOM).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- Published
AdaShadow: Responsive Test-time Model Adaptation in Non-stationary Mobile Environments
Fang, C., Liu, S., Zhou, Z., Guo, B., Tang, J., Ma, K. & Yu, Z., Nov 2024, SenSys '24: Proceedings of the 22nd ACM Conference on Embedded Networked Sensor Systems. Association for Computing Machinery, Inc, p. 295-308 (SenSys - Proceedings of the ACM Conference on Embedded Networked Sensor Systems).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - 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, , 15 Oct 2024, In: IEEE Internet of Things Journal. 11, 20, p. 33492-33507 16 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Online published
Edge-Cloud Collaborated Object Detection via Bandwidth Adaptive Difficult-Case Discriminator
Cao, Z., Cheng, Y., Zhou, Z., Chen, Y., Hu, Y., Lu, A. & Liu, J. & 1 others, , 4 Oct 2024, (Online published) In: IEEE Transactions on Mobile Computing.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
An Experimental Study on Federated Equi-Joins
Li, S., Zeng, Y., Wang, Y., Zhong, Y., Zhou, Z. & Tong, Y., Sept 2024, In: IEEE Transactions on Knowledge and Data Engineering. 36, 9, p. 4443-4457Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 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. 8935-8950Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 5 - 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
Scopus citations: 2 - 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
- Published
FedSM: A Practical Federated Shared Mobility System
Wei, S., Zhang, Y., Zhou, Z., Zhang, T. & Xu, K., Aug 2024, Proceedings of the VLDB Endowment. Zhang, M. & Shahabi, C. (eds.). p. 4445-4448 (Proceedings of the VLDB Endowment; vol. 17, no. 12).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - 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
Scopus citations: 1 - 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
Scopus citations: 5 - 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: 2 - 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
Scopus citations: 5 - 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: 20
