This list is incomplete: it includes only papers that lie in my research interest
Li Zhang, Zhe Fu, Boqing Shi, Xiang Li, Rujin Lai, Chenyang Chen, Ao Zhou, Xiao Ma, Shangguang Wang,
Mengwei Xu
-- Less is more
Li Zhang, Junji Qiu, Shangguang Wang,
Mengwei Xu
-- Good for both data owners and users!
Jinliang Yuan,
Mengwei Xu, Xiao Ma, Ao Zhou, Xuanzhe Liu, Shangguang Wang.
-- Using LAN to accelerate federated learning: why not?
Rongjie Yi, Ting Cao, Ao Zhou, Xiao Ma, Shangguang Wang,
Mengwei Xu
International Conference on Mobile Systems, Applications, and Services 2022. Acceptance rate = 20.7% (41/198).
-- Kick off your NN on devices fast!
Yanan Li, Haitao Yuan, Zhe Fu, Xiao Ma,
Mengwei Xu, Shangguang Wang
The Web Conference 2023. Acceptance rate = 19.2% (365/1900).
-- Edge workloads are predictable!
Jinliang Yuan, Shangguang Wang, Shihe Wang, Yuanchun Li, Xiao Ma, Ao Zhou,
Mengwei Xu
IEEE International Conference on Computer Communications 2023. Acceptance rate = 19.2% (252/1312).
-- Privacy is a resource in federated learning!
Dongqi Cai, Yaozong Wu, Shangguang Wang, Felix Xiaozhu Lin,
Mengwei Xu
International Conference on Mobile Computing
and Networking 2023. Acceptance rate = 29.4% (40/136, summer round). Conditional Accept
-- Training BERT on smartphones: we can do it!
Mengwei Xu, Li Zhang, Shangguang Wang
The Seventh ACM/IEEE Symposium on Edge Computing.
[slides]
-- Making edge servers energy-efficient!
Mengwei Xu, Li Zhang, Hongyu Li, Ruolin Xing, Qibo Sun
IEEE International Conference on Satellite Computing. Best Paper Award
-- Maybe, that's how in-space data centers shall look like.
[slides]
Daliang Xu*,
Mengwei Xu*, Qipeng Wang, Shangguang Wang, Yun Ma, Kang Huang, Gang Huang, Xin Jin, Xuanzhe Liu
International Conference on Mobile Computing
and Networking 2022. Acceptance rate = 18.4% (41/223, winter round).
[arxiv]
[slides]
[code]
-- Remember: SoC DSPs are so energy-efficient at intensive integer operations!
Qipeng Wang*,
Mengwei Xu*, Chao Jin, Xinran Dong, Jinliang Yuan, Xin Jin, Gang Huang, Yunxin Liu, Xuanzhe Liu
International Conference on Mobile Systems, Applications, and Services 2022. Acceptance rate = 21.7% (38/175).
[code]
[slides] The only paper with 3 artifact evaluation badges in MobiSys'22!
-- Let's train large DNNs on smartphones!
Qiyang Zhang, Xiang Li, Xiangying Che, Xiao Ma, Ao Zhou,
Mengwei Xu, Shangguang Wang, Yun Ma, Xuanzhe Liu
The Web Conference (WWW) 2022. Acceptance rate = 17.7% (323/1822).
[slides]
[code&data]
-- There are so many DL libraries... Who's the best?
Mengwei Xu, Zhe Fu, Xiao Ma, Li Zhang, Yanan Li, Feng Qian, Shangguang Wang, Ke Li, Jingyu Yang, Xuanzhe Liu.
The Internet Measurement Conference (IMC). Acceptance rate = 28.1% (55/196).
[arxiv]
[slides]
[data]
-- Edge computing is coming!