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Mengwei Xu
Mengwei Xu
Associate Professor, Beijing University of Posts and Telecommunications
Verified email at bupt.edu.cn - Homepage
Title
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Cited by
Year
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
2392018
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
2052019
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
166*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
148*2019
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
922021
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
862018
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
782017
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
572020
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
52*2023
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
502022
Personal llm agents: Insights and survey about the capability, efficiency and security
Y Li, H Wen, W Wang, X Li, Y Yuan, G Liu, J Liu, W Xu, X Wang, Y Sun, ...
arXiv preprint arXiv:2401.05459, 2024
482024
A survey of resource-efficient llm and multimodal foundation models
M Xu, W Yin, D Cai, R Yi, D Xu, Q Wang, B Wu, Y Zhao, C Yang, S Wang, ...
arXiv preprint arXiv:2401.08092, 2024
442024
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
442021
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
422020
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
412022
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
41*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
41*2020
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
402022
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
352017
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
322023
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