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Mengwei Xu
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Deepcache: Principled cache for mobile deep vision
M Xu, M Zhu, Y Liu, FX Lin, X Liu
Proceedings of the 24th annual international conference on mobile computing …, 2018
2172018
A first look at deep learning apps on smartphones
M Xu, J Liu, Y Liu, FX Lin, Y Liu, X Liu
The World Wide Web Conference, 2125-2136, 2019
1852019
Characterizing impacts of heterogeneity in federated learning upon large-scale smartphone data
C Yang, Q Wang, M Xu, Z Chen, K Bian, Y Liu, X Liu
Proceedings of the Web Conference 2021, 935-946, 2021
136*2021
DeepWear: Adaptive Local Offloading for On-Wearable Deep Learning
M Xu, F Qian, M Zhu, F Huang, S Pushp, X Liu
IEEE Transactions on Mobile Computing, 2019
133*2019
Deeptype: On-device deep learning for input personalization service with minimal privacy concern
M Xu, F Qian, Q Mei, K Huang, X Liu
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous …, 2018
752018
ShuffleDog: characterizing and adapting user-perceived latency of android apps
G Huang, M Xu, FX Lin, Y Liu, Y Ma, S Pushp, X Liu
IEEE Transactions on Mobile Computing 16 (10), 2913-2926, 2017
742017
From cloud to edge: a first look at public edge platforms
M Xu, Z Fu, X Ma, L Zhang, Y Li, F Qian, S Wang, K Li, J Yang, X Liu
Proceedings of the 21st ACM Internet Measurement Conference, 37-53, 2021
692021
Approximate query service on autonomous iot cameras
M Xu, X Zhang, Y Liu, G Huang, X Liu, FX Lin
Proceedings of the 18th International Conference on Mobile Systems …, 2020
512020
Tiansuan constellation: An open research platform
S Wang, Q Li, M Xu, X Ma, A Zhou, Q Sun
2021 IEEE International Conference on Edge Computing (EDGE), 94-101, 2021
402021
Video Analytics with Zero-streaming Cameras
M Xu, T Xu, Y Liu, FX Lin
2021 {USENIX} Annual Technical Conference ({USENIX}{ATC} 21), 459-472, 2021
38*2021
Federated neural architecture search
J Yuan, M Xu, Y Zhao, K Bian, G Huang, X Liu, S Wang
arXiv preprint arXiv:2002.06352, 2020
38*2020
Appholmes: Detecting and characterizing app collusion among third-party android markets
M Xu, Y Ma, X Liu, FX Lin, Y Liu
Proceedings of the 26th international conference on World Wide Web, 143-152, 2017
342017
Hierarchical federated learning through LAN-WAN orchestration
J Yuan, M Xu, X Ma, A Zhou, X Liu, S Wang
arXiv preprint arXiv:2010.11612, 2020
332020
Melon: Breaking the memory wall for resource-efficient on-device machine learning
Q Wang, M Xu, C Jin, X Dong, J Yuan, X Jin, G Huang, Y Liu, X Liu
Proceedings of the 20th Annual International Conference on Mobile Systems …, 2022
312022
A comprehensive benchmark of deep learning libraries on mobile devices
Q Zhang, X Li, X Che, X Ma, A Zhou, M Xu, S Wang, Y Ma, X Liu
Proceedings of the ACM Web Conference 2022, 3298-3307, 2022
312022
Mandheling: Mixed-precision on-device dnn training with dsp offloading
D Xu, M Xu, Q Wang, S Wang, Y Ma, K Huang, G Huang, X Jin, X Liu
Proceedings of the 28th Annual International Conference on Mobile Computing …, 2022
242022
Efficient federated learning for modern nlp
D Cai, Y Wu, S Wang, FX Lin, M Xu
Proceedings of the 29th Annual International Conference on Mobile Computing …, 2023
23*2023
MUIT: a domain-specific language and its middleware for adaptive mobile web-based user interfaces in WS-BPEL
X Liu, M Xu, T Teng, G Huang, H Mei
IEEE Transactions on Services Computing 12 (6), 955-969, 2016
19*2016
Edgemoe: Fast on-device inference of moe-based large language models
R Yi, L Guo, S Wei, A Zhou, S Wang, M Xu
arXiv preprint arXiv:2308.14352, 2023
172023
Joint placement of UPF and edge server for 6G network
Y Li, X Ma, M Xu, A Zhou, Q Sun, N Zhang, S Wang
IEEE Internet of Things Journal 8 (22), 16370-16378, 2021
162021
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