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ORCIDMengwei Xu 0001
Person information
- affiliation: Beijing University of Posts and Telecommunications, State Key Laboratory of Networking and Switching Technology, Beijing, China
Other persons with the same name
- Mengwei Xu — disambiguation page
- Mengwei Xu 0002
![[0000-0003-4978-3061]](https://dblp.uni-trier.de/img/orcid-mark.12x12.png "0000-0003-4978-3061")
— Newcastle University, Newcastle upon Tyne, UK - Mengwei Xu 0003 — Hebei University of Technology, Tianjin, China
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2020 – today
- 2025
[j28]Mengwei Xu, Dongqi Cai, Wangsong Yin, Shangguang Wang, Xin Jin, Xuanzhe Liu:
Resource-efficient Algorithms and Systems of Foundation Models: A Survey. ACM Comput. Surv. 57(5): 110:1-110:39 (2025)- [j27]Yanan Li, Xiao Ma, Zhe Fu, Ao Zhou, Mengwei Xu, Shangguang Wang:
Rethinking Cost-Efficient VM Scheduling on Public Edge Platforms: A Service Provider's Perspective. IEEE Trans. Mob. Comput. 24(3): 1846-1858 (2025) - [j26]Yanan Li, Penghong Zhao, Xiao Ma, Haitao Yuan, Zhe Fu, Mengwei Xu, Shangguang Wang:
A Collaborative Cloud-Edge Approach for Robust Edge Workload Forecasting. IEEE Trans. Mob. Comput. 24(4): 2861-2875 (2025) - [j25]Daliang Xu, Wangsong Yin, Hao Zhang, Xin Jin, Ying Zhang, Shiyun Wei, Mengwei Xu, Xuanzhe Liu:
EdgeLLM: Fast On-Device LLM Inference With Speculative Decoding. IEEE Trans. Mob. Comput. 24(4): 3256-3273 (2025) - [j24]Rongjie Yi, Liwei Guo, Shiyun Wei, Ao Zhou, Shangguang Wang, Mengwei Xu:
EdgeMoE: Empowering Sparse Large Language Models on Mobile Devices. IEEE Trans. Mob. Comput. 24(8): 7059-7073 (2025) - [j23]Tianze Huang, Qing Li, Chenren Xu, Mengwei Xu, Shangguang Wang, Gang Huang, Xuanzhe Liu:
From Earth to Orbit: Launch Sequence Optimization for LEO Mega-Constellations. IEEE Trans. Mob. Comput. 24(9): 8625-8641 (2025) - [j22]Chen Yang, Qiyang Zhang, Qibo Sun, Shufeng Ouyang, Ao Zhou, Shangguang Wang, Mengwei Xu:
FedCLR+: Tackling Onboard Label Constraints for Accurate Federated Satellite Computing. IEEE Trans. Serv. Comput. 18(4): 2075-2088 (2025) - [j21]Daliang Xu, Qing Li, Mengwei Xu, Kang Huang, Gang Huang, Shangguang Wang, Qun Wei, Xin Jin, Yun Ma, Xuanzhe Liu:
Niagara+: Scheduling Live ML Analytics Across Heterogeneous Device Processors and Edge Servers. IEEE Trans. Serv. Comput. 18(6): 4055-4068 (2025) - [c56]Zhenyan Lu, Xiang Li, Dongqi Cai, Rongjie Yi, Fangming Liu, Wei Liu, Jian Luan, Xiwen Zhang, Nicholas D. Lane, Mengwei Xu:
Demystifying Small Language Models for Edge Deployment. ACL (1) 2025: 14747-14764 - [c55]Daliang Xu, Hao Zhang, Liming Yang, Ruiqi Liu, Gang Huang, Mengwei Xu, Xuanzhe Liu:
Fast On-device LLM Inference with NPUs. ASPLOS (1) 2025: 445-462 - [c54]Yuchen Sun, Shanhui Zhao, Tao Yu, Hao Wen, Samith Va, Mengwei Xu, Yuanchun Li, Chongyang Zhang:
GUI-Xplore: Empowering Generalizable GUI Agents with One Exploration. CVPR 2025: 19477-19486 - [c53]Yuting Li, Shaoyuan Huang, Tengwen Zhang, Chao Qiu, Mengwei Xu, Cheng Zhang, Xiaofei Wang:
Scout: Tailored Collaborative Workload Forecasting for Multi-Tenant Edge Cloud Platforms. ICC 2025: 2346-2351 - [c52]Haiyang Shen, Yue Li, Desong Meng, Dongqi Cai, Sheng Qi, Li Zhang, Mengwei Xu, Yun Ma:
ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents. ICLR 2025 - [c51]Wangsong Yin, Rongjie Yi, Daliang Xu, Gang Huang, Mengwei Xu, Xuanzhe Liu:
Elastic On-Device LLM Service. MobiCom 2025: 984-999 - [i54]Mengwei Xu:
Every Software as an Agent: Blueprint and Case Study. CoRR abs/2502.04747 (2025) - [i53]Li Zhang, Longxi Gao, Mengwei Xu:
Does Chain-of-Thought Reasoning Help Mobile GUI Agent? An Empirical Study. CoRR abs/2503.16788 (2025) - [i52]Yuchen Sun, Shanhui Zhao, Tao Yu, Hao Wen, Samith Va, Mengwei Xu, Yuanchun Li, Chongyang Zhang:
GUI-Xplore: Empowering Generalizable GUI Agents with One Exploration. CoRR abs/2503.17709 (2025) - [i51]Longxi Gao, Li Zhang, Mengwei Xu:
UIShift: Enhancing VLM-based GUI Agents through Self-supervised Reinforcement Learning. CoRR abs/2505.12493 (2025) - [i50]Yanan Li, Fanxu Meng, Muhan Zhang, Shiai Zhu, Shangguang Wang, Mengwei Xu:
LoRASuite: Efficient LoRA Adaptation Across Large Language Model Upgrades. CoRR abs/2505.13515 (2025) - [i49]Yunhe Yan, Shihe Wang, Jiajun Du, Yexuan Yang, Yuxuan Shan, Qichen Qiu, Xianqing Jia, Xinge Wang, Xin Yuan, Xu Han, Mao Qin, Yinxiao Chen, Chen Peng, Shangguang Wang, Mengwei Xu:
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents. CoRR abs/2506.07672 (2025) - [i48]Zhenyan Lu, Daliang Xu, Dongqi Cai, Zexi Li, Wei Liu, Fangming Liu, Shangguang Wang, Mengwei Xu:
MobiEdit: Resource-efficient Knowledge Editing for Personalized On-device LLMs. CoRR abs/2506.13772 (2025) - [i47]Wangsong Yin, Daliang Xu, Mengwei Xu, Gang Huang, Xuanzhe Liu:
Dynamic Sparse Attention on Mobile SoCs. CoRR abs/2508.16703 (2025) - [i46]Zhiyang Chen, Daliang Xu, Haiyang Shen, Mengwei Xu, Shangguang Wang, Yun Ma:
Accelerating Mobile Language Model via Speculative Decoding and NPU-Coordinated Execution. CoRR abs/2510.15312 (2025) - 2024
- [b1]Xiao Ma, Mengwei Xu, Qing Li, Yuanzhe Li, Ao Zhou, Shangguang Wang:
5G Edge Computing - Technologies, Applications and Future Visions. Springer 2024, ISBN 978-981-97-0212-1, pp. 1-206 - [j20]Qiyang Zhang, Mengwei Xu:
Benchmarking Mobile Deep Learning Software. GetMobile Mob. Comput. Commun. 28(3): 5-8 (2024) - [j19]Dongqi Cai, Tao Fan, Yan Kang, Lixin Fan, Mengwei Xu, Shangguang Wang, Qiang Yang:
Accelerating Vertical Federated Learning. IEEE Trans. Big Data 10(6): 752-760 (2024) - [j18]Heng Zhang, Shaoyuan Huang, Mengwei Xu, Deke Guo, Xiaofei Wang, Xin Wang, Victor C. M. Leung, Wenyu Wang:
Large-Scale Measurements and Optimizations on Latency in Edge Clouds. IEEE Trans. Cloud Comput. 12(4): 1218-1231 (2024) - [j17]Chengxu Yang, Mengwei Xu, Qipeng Wang, Zhenpeng Chen, Kang Huang, Yun Ma, Kaigui Bian, Gang Huang, Yunxin Liu, Xin Jin, Xuanzhe Liu:
FLASH: Heterogeneity-Aware Federated Learning at Scale. IEEE Trans. Mob. Comput. 23(1): 483-500 (2024) - [j16]Qiyang Zhang, Xiangying Che, Yijie Chen, Xiao Ma, Mengwei Xu, Schahram Dustdar, Xuanzhe Liu, Shangguang Wang:
A Comprehensive Deep Learning Library Benchmark and Optimal Library Selection. IEEE Trans. Mob. Comput. 23(5): 5069-5082 (2024) - [j15]Yuanzhe Li, Shangguang Wang, Yuanchun Li, Ao Zhou, Mengwei Xu, Xiao Ma, Yunxin Liu:
Seamless Cross-Edge Service Migration for Real-Time Rendering Applications. IEEE Trans. Mob. Comput. 23(6): 7084-7098 (2024) - [j14]Chen Yang, Jinliang Yuan, Yaozong Wu, Qibo Sun, Ao Zhou, Shangguang Wang, Mengwei Xu:
Communication-Efficient Satellite-Ground Federated Learning Through Progressive Weight Quantization. IEEE Trans. Mob. Comput. 23(9): 8999-9011 (2024) - [j13]Mengwei Xu, Daliang Xu, Chiheng Lou, Li Zhang, Gang Huang, Xin Jin, Xuanzhe Liu:
Efficient, Scalable, and Sustainable DNN Training on SoC-Clustered Edge Servers. IEEE Trans. Mob. Comput. 23(12): 14344-14360 (2024) - [j12]Shihao Shen, Yicheng Feng, Mengwei Xu, Yuanming Ren, Xiaofei Wang, Victor C. M. Leung, Wenyu Wang:
Tango: Harmonious Optimization for Mixed Services in Kubernetes-Based Edge Clouds. IEEE Trans. Serv. Comput. 17(6): 4354-4367 (2024) - [j11]Chen Yang, Qibo Sun, Qiyang Zhang, Hao Lu, Claudio A. Ardagna, Shangguang Wang, Mengwei Xu:
Toward Efficient Satellite Computing Through Adaptive Compression. IEEE Trans. Serv. Comput. 17(6): 4411-4422 (2024) - [c50]Daliang Xu, Mengwei Xu, Chiheng Lou, Li Zhang, Gang Huang, Xin Jin, Xuanzhe Liu:
SoCFlow: Efficient and Scalable DNN Training on SoC-Clustered Edge Servers. ASPLOS (1) 2024: 368-385 - [c49]Xiang Li, Zhenyan Lu, Dongqi Cai, Xiao Ma, Mengwei Xu:
Large Language Models on Mobile Devices: Measurements, Analysis, and Insights. EdgeFM@MobiSys 2024: 1-6 - [c48]Daliang Xu, Hao Zhang, Liming Yang, Ruiqi Liu, Mengwei Xu, Xuanzhe Liu:
WiP: Efficient LLM Prefilling with Mobile NPU. EdgeFM@MobiSys 2024: 33-35 - [c47]Zeling Zhang, Dongqi Cai, Yiran Zhang, Mengwei Xu, Shangguang Wang, Ao Zhou:
FedRDMA: Communication-Efficient Cross-Silo Federated LLM via Chunked RDMA Transmission. EuroMLSys@EuroSys 2024: 126-133 - [c46]Jinliang Yuan, Qing Li, Fan Dang, Xiaofang Mu, Hui Qi, Mengwei Xu, Shangguang Wang:
Flexible LAN-WAN Orchestration for Communication Efficient Federated Learning over Large-Scale Mobile Devices. ICPADS 2024: 350-357 - [c45]Qiyang Zhang, Xin Yuan, Ruolin Xing, Yiran Zhang, Zimu Zheng, Xiao Ma, Mengwei Xu, Schahram Dustdar, Shangguang Wang:
Resource-efficient In-orbit Detection of Earth Objects. INFOCOM 2024: 551-560 - [c44]Jinliang Yuan, Chen Yang, Dongqi Cai, Shihe Wang, Xin Yuan, Zeling Zhang, Xiang Li, Dingge Zhang, Hanzi Mei, Xianqing Jia, Shangguang Wang, Mengwei Xu:
Mobile Foundation Model as Firmware. MobiCom 2024: 279-295 - [c43]Ruolin Xing, Mengwei Xu, Ao Zhou, Qing Li, Yiran Zhang, Feng Qian, Shangguang Wang:
Deciphering the Enigma of Satellite Computing with COTS Devices: Measurement and Analysis. MobiCom 2024: 420-435 - [c42]Shihe Wang, Li Zhang, Mengwei Xu:
Poster: Efficient and Accurate Mobile Task Automation through Learning from Code. MobiSys 2024: 638-639 - [c41]Dongqi Cai, Shangguang Wang, Zeling Zhang, Felix Xiaozhu Lin, Mengwei Xu:
SILENCE: Protecting privacy in offloaded speech understanding on resource-constrained devices. NeurIPS 2024 - [c40]Qing Li, Shangguang Wang, Chenren Xu, Xiao Ma, Mengwei Xu, Ao Zhou, Ruolin Xing, Boyuan Yang, Zuo Zhu, Ying Zhang, Xuanzhe Liu:
Exploring Real-Time Satellite Computing: From Energy and Thermal Perspectives. RTSS 2024: 161-173 - [c39]Wangsong Yin, Daliang Xu, Gang Huang, Ying Zhang, Shiyun Wei, Mengwei Xu, Xuanzhe Liu:
PieBridge: Fast and Parameter-Efficient On-Device Training via Proxy Networks. SenSys 2024: 126-140 - [c38]Li Zhang, Shihe Wang, Xianqing Jia, Zhihan Zheng, Yunhe Yan, Longxi Gao, Yuanchun Li, Mengwei Xu:
LlamaTouch: A Faithful and Scalable Testbed for Mobile UI Task Automation. UIST 2024: 132:1-132:13 - [c37]Li Zhang, Zhe Fu, Boqing Shi, Xiang Li, Rujin Lai, Chenyang Yang, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu:
More is Different: Prototyping and Analyzing a New Form of Edge Server with Massive Mobile SoCs. USENIX ATC 2024: 285-302 - [c36]Li Zhang, Shangguang Wang, Mengwei Xu:
High-density Mobile Cloud Gaming on Edge SoC Clusters. USENIX ATC 2024: 339-347 - [c35]Hongyu Li, Liwei Guo, Yexuan Yang, Shangguang Wang, Mengwei Xu:
An Empirical Study of Rust-for-Linux: The Success, Dissatisfaction, and Compromise. USENIX ATC 2024: 425-443 - [c34]Mengwei Xu, Dongqi Cai, Yaozong Wu, Xiang Li, Shangguang Wang:
FwdLLM: Efficient Federated Finetuning of Large Language Models with Perturbed Inferences. USENIX ATC 2024: 579-596 - [c33]Jinliang Yuan, Shangguang Wang, Hongyu Li, Daliang Xu, Yuanchun Li, Mengwei Xu, Xuanzhe Liu:
Towards Energy-efficient Federated Learning via INT8-based Training on Mobile DSPs. WWW 2024: 2786-2794 - [i45]Ruolin Xing, Mengwei Xu, Ao Zhou, Qing Li, Yiran Zhang, Feng Qian, Shangguang Wang:
Deciphering the Enigma of Satellite Computing with COTS Devices: Measurement and Analysis. CoRR abs/2401.03435 (2024) - [i44]Yuanchun Li, Hao Wen, Weijun Wang, Xiangyu Li, Yizhen Yuan, Guohong Liu, Jiacheng Liu, Wenxing Xu, Xiang Wang, Yi Sun, Rui Kong, Yile Wang, Hanfei Geng, Jian Luan, Xuefeng Jin, Zilong Ye, Guanjing Xiong, Fan Zhang, Xiang Li, Mengwei Xu, Zhijun Li, Peng Li, Yang Liu, Ya-Qin Zhang, Yunxin Liu:
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security. CoRR abs/2401.05459 (2024) - [i43]Mengwei Xu, Wangsong Yin, Dongqi Cai, Rongjie Yi, Daliang Xu, Qipeng Wang, Bingyang Wu, Yihao Zhao, Chen Yang, Shihe Wang, Qiyang Zhang, Zhenyan Lu, Li Zhang, Shangguang Wang, Yuanchun Li, Yunxin Liu, Xin Jin, Xuanzhe Liu:
A Survey of Resource-efficient LLM and Multimodal Foundation Models. CoRR abs/2401.08092 (2024) - [i42]Dongqi Cai, Shangguang Wang, Zeling Zhang, Felix Xiaozhu Lin, Mengwei Xu:
Lightweight Protection for Privacy in Offloaded Speech Understanding. CoRR abs/2401.11983 (2024) - [i41]Qiyang Zhang, Xin Yuan, Ruolin Xing, Yiran Zhang, Zimu Zheng, Xiao Ma, Mengwei Xu, Schahram Dustdar, Shangguang Wang:
Resource-efficient In-orbit Detection of Earth Objects. CoRR abs/2402.01675 (2024) - [i40]Zejun Zhang, Li Zhang, Xin Yuan, Anlan Zhang, Mengwei Xu, Feng Qian:
A First Look at GPT Apps: Landscape and Vulnerability. CoRR abs/2402.15105 (2024) - [i39]Zeling Zhang, Dongqi Cai, Yiran Zhang, Mengwei Xu, Shangguang Wang, Ao Zhou:
FedRDMA: Communication-Efficient Cross-Silo Federated LLM via Chunked RDMA Transmission. CoRR abs/2403.00881 (2024) - [i38]Wangsong Yin, Mengwei Xu, Yuanchun Li, Xuanzhe Liu:
LLM as a System Service on Mobile Devices. CoRR abs/2403.11805 (2024) - [i37]Li Zhang, Shihe Wang, Xianqing Jia, Zhihan Zheng, Yunhe Yan, Longxi Gao, Yuanchun Li, Mengwei Xu:
LlamaTouch: A Faithful and Scalable Testbed for Mobile UI Automation Task Evaluation. CoRR abs/2404.16054 (2024) - [i36]Haiyang Shen, Yue Li, Desong Meng, Dongqi Cai, Sheng Qi, Li Zhang, Mengwei Xu, Yun Ma:
ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents. CoRR abs/2407.00132 (2024) - [i35]Daliang Xu, Hao Zhang, Liming Yang, Ruiqi Liu, Gang Huang, Mengwei Xu, Xuanzhe Liu:
Fast On-device LLM Inference with NPUs. CoRR abs/2407.05858 (2024) - [i34]Hanzi Mei, Dongqi Cai, Ao Zhou, Shangguang Wang, Mengwei Xu:
FedMoE: Personalized Federated Learning via Heterogeneous Mixture of Experts. CoRR abs/2408.11304 (2024) - [i33]Wangsong Yin, Rongjie Yi, Daliang Xu, Gang Huang, Mengwei Xu, Xuanzhe Liu:
ELMS: Elasticized Large Language Models On Mobile Devices. CoRR abs/2409.09071 (2024) - [i32]Longxi Gao, Li Zhang, Shihe Wang, Shangguang Wang, Yuanchun Li, Mengwei Xu:
MobileViews: A Large-Scale Mobile GUI Dataset. CoRR abs/2409.14337 (2024) - [i31]Dongqi Cai, Shangguang Wang, Chen Peng, Zeling Zhang, Mengwei Xu:
Recall: Empowering Multimodal Embedding for Edge Devices. CoRR abs/2409.15342 (2024) - [i30]Zhenyan Lu, Xiang Li, Dongqi Cai, Rongjie Yi, Fangming Liu, Xiwen Zhang, Nicholas D. Lane, Mengwei Xu:
Small Language Models: Survey, Measurements, and Insights. CoRR abs/2409.15790 (2024) - [i29]Rongjie Yi, Xiang Li, Weikai Xie, Zhenyan Lu, Chenghua Wang, Ao Zhou, Shangguang Wang, Xiwen Zhang, Mengwei Xu:
PhoneLM:an Efficient and Capable Small Language Model Family through Principled Pre-training. CoRR abs/2411.05046 (2024) - [i28]Weikai Xie, Li Zhang, Shihe Wang, Rongjie Yi, Mengwei Xu:
DroidCall: A Dataset for LLM-powered Android Intent Invocation. CoRR abs/2412.00402 (2024) - 2023
- [j10]Yanan Li, Guangqing Deng, Changming Bai, Jingyu Yang, Gang Wang, Hao Zhang, Jin Bai, Haitao Yuan, Mengwei Xu, Shangguang Wang:
Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet. Proc. ACM Manag. Data 1(4): 236:1-236:29 (2023) - [j9]Yicheng Feng, Shihao Shen, Mengwei Xu, Cheng Zhang, Xin Wang, Xiaofei Wang, Wenyu Wang, Victor C. M. Leung:
A large-scale holistic measurement of crowdsourced edge cloud platform. World Wide Web (WWW) 26(5): 3561-3584 (2023) - [c32]Dongqi Cai, Yaozong Wu, Shangguang Wang, Mengwei Xu:
FedAdapter: Efficient Federated Learning for Mobile NLP. ACM TUR-C 2023: 27-28 - [c31]Dongqi Cai, Yaozong Wu, Haitao Yuan, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu:
Towards Practical Few-shot Federated NLP. EuroMLSys@EuroSys 2023: 42-48 - [c30]Yicheng Feng, Shihao Shen, Mengwei Xu, Yuanming Ren, Xiaofei Wang, Victor C. M. Leung, Wenyu Wang:
Tango: Harmonious Management and Scheduling for Mixed Services Co-located among Distributed Edge-Clouds. ICPP 2023: 595-604 - [c29]Daliang Xu, Qing Li, Mengwei Xu, Kang Huang, Gang Huang, Shangguang Wang, Xin Jin, Yun Ma, Xuanzhe Liu:
Niagara: Scheduling DNN Inference Services on Heterogeneous Edge Processors. ICSOC (1) 2023: 67-85 - [c28]Jinliang Yuan, Shangguang Wang, Shihe Wang, Yuanchun Li, Xiao Ma, Ao Zhou, Mengwei Xu:
Privacy as a Resource in Differentially Private Federated Learning. INFOCOM 2023: 1-10 - [c27]Chen Yang, Yuanchun Li, Hao Lu, Jinliang Yuan, Qibo Sun, Shangguang Wang, Mengwei Xu:
Evaluating and Enhancing the Robustness of Federated Learning System against Realistic Data Corruption. ISSRE 2023: 462-473 - [c26]Shihao Shen, Yicheng Feng, Mengwei Xu, Cheng Zhang, Xiaofei Wang, Wenyu Wang, Victor C. M. Leung:
A Holistic QoS View of Crowdsourced Edge Cloud Platform. IWQoS 2023: 1-10 - [c25]Heng Zhang, Shaoyuan Huang, Mengwei Xu, Deke Guo, Xiaofei Wang, Victor C. M. Leung, Wenyu Wang:
How Far Have Edge Clouds Gone? A Spatial-Temporal Analysis of Edge Network Latency In the Wild. IWQoS 2023: 1-10 - [c24]Dongqi Cai, Yaozong Wu, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu:
Efficient Federated Learning for Modern NLP. MobiCom 2023: 37:1-37:16 - [c23]Dongqi Cai, Shangguang Wang, Yaozong Wu, Felix Xiaozhu Lin, Mengwei Xu:
Federated Few-Shot Learning for Mobile NLP. MobiCom 2023: 63:1-63:17 - [c22]Rongjie Yi, Ting Cao, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu:
Boosting DNN Cold Inference on Edge Devices. MobiSys 2023: 516-529 - [c21]Yanan Li, Haitao Yuan, Zhe Fu, Xiao Ma, Mengwei Xu, Shangguang Wang:
ELASTIC: Edge Workload Forecasting based on Collaborative Cloud-Edge Deep Learning. WWW 2023: 3056-3066 - [e1]Ching-Hsien Hsu, Mengwei Xu, Hung Cao, Hojjat Baghban, A. B. M. Shawkat Ali:
Big Data Intelligence and Computing - International Conference, DataCom 2022, Denarau Island, Fiji, December 8-10, 2022, Proceedings. Lecture Notes in Computer Science 13864, Springer 2023, ISBN 978-981-99-2232-1 [contents] - [i27]Changhao Wu, Yuanchun Li, Mengwei Xu, Chongbin Guo, Zengshan Yin, Weiwei Gao, Chuanxiu Chi:
A Comprehensive Survey on Orbital Edge Computing: Systems, Applications, and Algorithms. CoRR abs/2306.00275 (2023) - [i26]Mengwei Xu, Yaozong Wu, Dongqi Cai, Xiang Li, Shangguang Wang:
Federated Fine-tuning of Billion-Sized Language Models across Mobile Devices. CoRR abs/2308.13894 (2023) - [i25]Rongjie Yi, Liwei Guo, Shiyun Wei, Ao Zhou, Shangguang Wang, Mengwei Xu:
EdgeMoE: Fast On-Device Inference of MoE-based Large Language Models. CoRR abs/2308.14352 (2023) - [i24]Jinliang Yuan, Chen Yang, Dongqi Cai, Shihe Wang, Xin Yuan, Zeling Zhang, Xiang Li, Dingge Zhang, Hanzi Mei, Xianqing Jia, Shangguang Wang, Mengwei Xu:
Rethinking Mobile AI Ecosystem in the LLM Era. CoRR abs/2308.14363 (2023) - [i23]Daliang Xu, Wangsong Yin, Xin Jin, Ying Zhang, Shiyun Wei, Mengwei Xu, Xuanzhe Liu:
LLMCad: Fast and Scalable On-device Large Language Model Inference. CoRR abs/2309.04255 (2023) - [i22]Shangguang Wang, Qiyang Zhang, Ruolin Xing, Fei Qi, Mengwei Xu:
The First Verification Test of Space-Ground Collaborative Intelligence via Cloud-Native Satellites. CoRR abs/2311.06078 (2023) - 2022
- [c20]Mengwei Xu, Li Zhang, Shangguang Wang:
Position Paper: Renovating Edge Servers with ARM SoCs. SEC 2022: 216-223 - [c19]Daliang Xu, Mengwei Xu, Qipeng Wang, Shangguang Wang, Yun Ma, Kang Huang, Gang Huang, Xin Jin, Xuanzhe Liu:
Mandheling: mixed-precision on-device DNN training with DSP offloading. MobiCom 2022: 214-227 - [c18]Qipeng Wang, Mengwei Xu, Chao Jin, Xinran Dong, Jinliang Yuan, Xin Jin, Gang Huang, Yunxin Liu, Xuanzhe Liu:
Melon: breaking the memory wall for resource-efficient on-device machine learning. MobiSys 2022: 450-463 - [c17]Xin Yuan, Ruolin Xing, Shangguang Wang, Mengwei Xu:
Towards Robust Intelligence in Space. SmartWorld/UIC/ScalCom/DigitalTwin/PriComp/Meta 2022: 706-713 - [c16]Qiyang Zhang, Xiang Li, Xiangying Che, Xiao Ma, Ao Zhou, Mengwei Xu, Shangguang Wang, Yun Ma, Xuanzhe Liu:
A Comprehensive Benchmark of Deep Learning Libraries on Mobile Devices. WWW 2022: 3298-3307 - [c15]Sisi Li, Ao Zhou, Xiao Ma, Mengwei Xu, Shangguang Wang:
Commutativity-guaranteed Docker Image Reconstruction towards Effective Layer Sharing. WWW 2022: 3358-3366 - [i21]Qiyang Zhang, Xiang Li, Xiangying Che, Xiao Ma, Ao Zhou, Mengwei Xu, Shangguang Wang, Yun Ma, Xuanzhe Liu:
A Comprehensive Benchmark of Deep Learning Libraries on Mobile Devices. CoRR abs/2202.06512 (2022) - [i20]Dongqi Cai, Yaozong Wu, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu:
AutoFedNLP: An efficient FedNLP framework. CoRR abs/2205.10162 (2022) - [i19]Rongjie Yi, Ting Cao, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu:
Understanding and Optimizing Deep Learning Cold-Start Latency on Edge Devices. CoRR abs/2206.07446 (2022) - [i18]Daliang Xu, Mengwei Xu, Qipeng Wang, Shangguang Wang, Yun Ma, Kang Huang, Guang Huang, Xin Jin, Xuanzhe Liu:
Mandheling: Mixed-Precision On-Device DNN Training with DSP Offloading. CoRR abs/2206.07509 (2022) - [i17]Li Zhang, Junji Qiu, Shangguang Wang, Mengwei Xu:
Device-centric Federated Analytics At Ease. CoRR abs/2206.11491 (2022) - [i16]Dongqi Cai, Tao Fan, Yan Kang, Lixin Fan, Mengwei Xu, Shangguang Wang, Qiang Yang:
Accelerating Vertical Federated Learning. CoRR abs/2207.11456 (2022) - [i15]Dongqi Cai, Yaozong Wu, Haitao Yuan, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu:
AUG-FedPrompt: Practical Few-shot Federated NLP with Data-augmented Prompts. CoRR abs/2212.00192 (2022) - [i14]Dongqi Cai, Shangguang Wang, Yaozong Wu, Felix Xiaozhu Lin, Mengwei Xu:
Federated NLP in Few-shot Scenarios. CoRR abs/2212.05974 (2022) - [i13]Li Zhang, Zhe Fu, Boqing Shi, Xiang Li, Rujin Lai, Chenyang Chen, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu:
SoC-Cluster as an Edge Server: an Application-driven Measurement Study. CoRR abs/2212.12842 (2022) - 2021
- [j8]Mengwei Xu, Yuanqiang Liu, Kang Huang, Xuanzhe Liu, Gang Huang:
Autonomous Learning System Towards Mobile Intelligence. Int. J. Softw. Informatics 11(2): 149-168 (2021) - [j7]Yuanzhe Li, Xiao Ma, Mengwei Xu, Ao Zhou, Qibo Sun, Ning Zhang, Shangguang Wang:
Joint Placement of UPF and Edge Server for 6G Network. IEEE Internet Things J. 8(22): 16370-16378 (2021) - [j6]Mengwei Xu, Yunxin Liu, Xuanzhe Liu:
A Case for Camera-as-a-Service. IEEE Pervasive Comput. 20(2): 9-17 (2021) - [c14]Shangguang Wang, Qing Li, Mengwei Xu, Xiao Ma, Ao Zhou, Qibo Sun:
Tiansuan Constellation: An Open Research Platform. EDGE 2021: 94-101 - [c13]Mengwei Xu, Zhe Fu, Xiao Ma, Li Zhang, Yanan Li, Feng Qian, Shangguang Wang, Ke Li, Jingyu Yang, Xuanzhe Liu:
From cloud to edge: a first look at public edge platforms. Internet Measurement Conference 2021: 37-53 - [c12]Yun Li, Chen Zhang, Shihao Han, Li Lyna Zhang, Baoqun Yin, Yunxin Liu, Mengwei Xu:
Boosting Mobile CNN Inference through Semantic Memory. ACM Multimedia 2021: 2362-2371 - [c11]Dongqi Cai, Qipeng Wang, Yuanqiang Liu, Yunxin Liu, Shangguang Wang, Mengwei Xu:
Towards Ubiquitous Learning: A First Measurement of On-Device Training Performance. EMDL@MobiSys 2021: 31-36 - [c10]Chengxu Yang, Yuanchun Li, Mengwei Xu, Zhenpeng Chen, Yunxin Liu, Gang Huang, Xuanzhe Liu:
TaintStream: fine-grained taint tracking for big data platforms through dynamic code translation. ESEC/SIGSOFT FSE 2021: 806-817 - [c9]Mengwei Xu, Tiantu Xu, Yunxin Liu, Felix Xiaozhu Lin:
Video Analytics with Zero-streaming Cameras. USENIX ATC 2021: 459-472 - [c8]Chengxu Yang, Qipeng Wang, Mengwei Xu, Zhenpeng Chen, Kaigui Bian, Yunxin Liu, Xuanzhe Liu:
Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data. WWW 2021: 935-946 - [i12]Mengwei Xu, Zhe Fu, Xiao Ma, Li Zhang, Yanan Li, Feng Qian, Shangguang Wang, Ke Li, Jingyu Yang, Xuanzhe Liu:
From Cloud to Edge: A First Look at Public Edge Platforms. CoRR abs/2109.03395 (2021) - [i11]Yun Li, Chen Zhang, Shihao Han, Li Lyna Zhang, Baoqun Yin, Yunxin Liu, Mengwei Xu:
Boosting Mobile CNN Inference through Semantic Memory. CoRR abs/2112.02644 (2021) - [i10]Shangguang Wang, Qing Li, Mengwei Xu, Xiao Ma, Ao Zhou, Qibo Sun:
Tiansuan Constellation: An Open Research Platform. CoRR abs/2112.14957 (2021) - 2020
- [j5]Mengwei Xu, Feng Qian, Mengze Zhu, Feifan Huang, Saumay Pushp, Xuanzhe Liu:
DeepWear: Adaptive Local Offloading for On-Wearable Deep Learning. IEEE Trans. Mob. Comput. 19(2): 314-330 (2020) - [c7]Mengwei Xu, Tiantu Xu, Yunxin Liu, Xuanzhe Liu, Gang Huang, Felix Xiaozhu Lin:
A query engine for zero-streaming cameras. MobiCom 2020: 67:1-67:3 - [c6]Mengwei Xu, Xiwen Zhang, Yunxin Liu, Gang Huang, Xuanzhe Liu, Felix Xiaozhu Lin:
Approximate query service on autonomous IoT cameras. MobiSys 2020: 191-205 - [i9]Mengwei Xu, Yuxin Zhao, Kaigui Bian, Gang Huang, Qiaozhu Mei, Xuanzhe Liu:
Neural Architecture Search over Decentralized Data. CoRR abs/2002.06352 (2020) - [i8]Chengxu Yang, Qipeng Wang, Mengwei Xu, Shangguang Wang, Kaigui Bian, Xuanzhe Liu:
Heterogeneity-Aware Federated Learning. CoRR abs/2006.06983 (2020) - [i7]Jinliang Yuan, Mengwei Xu, Xiao Ma, Ao Zhou, Xuanzhe Liu, Shangguang Wang:
Hierarchical Federated Learning through LAN-WAN Orchestration. CoRR abs/2010.11612 (2020)
2010 – 2019
- 2019
- [j4]Xuanzhe Liu, Mengwei Xu, Teng Teng, Gang Huang, Hong Mei:
MUIT: A Domain-Specific Language and its Middleware for Adaptive Mobile Web-Based User Interfaces in WS-BPEL. IEEE Trans. Serv. Comput. 12(6): 955-969 (2019) - [c5]Mengwei Xu, Jiawei Liu, Yuanqiang Liu, Felix Xiaozhu Lin, Yunxin Liu, Xuanzhe Liu:
A First Look at Deep Learning Apps on Smartphones. WWW 2019: 2125-2136 - [i6]Mengwei Xu, Tiantu Xu, Yunxin Liu, Xuanzhe Liu, Gang Huang, Felix Xiaozhu Lin:
Supporting Video Queries on Zero-Streaming Cameras. CoRR abs/1904.12342 (2019) - [i5]Mengwei Xu, Xiwen Zhang, Yunxin Liu, Xuanzhe Liu, Felix Xiaozhu Lin:
Approximate Query Processing on Autonomous Cameras. CoRR abs/1909.00841 (2019) - 2018
- [j3]Saumay Pushp, Yunxin Liu, Mengwei Xu, Changyoung Koh, Junehwa Song:
PrivacyShield: A Mobile System for Supporting Subtle Just-in-time Privacy Provisioning through Off-Screen-based Touch Gestures. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 2(2): 76:1-76:38 (2018) - [j2]Mengwei Xu, Feng Qian, Qiaozhu Mei, Kang Huang, Xuanzhe Liu:
DeepType: On-Device Deep Learning for Input Personalization Service with Minimal Privacy Concern. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 2(4): 197:1-197:26 (2018) - [c4]Liwei Guo, Tiantu Xu, Mengwei Xu, Xuanzhe Liu, Felix Xiaozhu Lin:
Power sandbox: power awareness redefined. EuroSys 2018: 37:1-37:15 - [c3]Saumay Pushp, Yunxin Liu, Mengwei Xu, Junehwa Song:
Using Touch-screen Gestures for Just-in-time Privacy Provisioning. UbiComp/ISWC Adjunct 2018: 219-222 - [c2]Mengwei Xu, Mengze Zhu, Yunxin Liu, Felix Xiaozhu Lin, Xuanzhe Liu:
DeepCache: Principled Cache for Mobile Deep Vision. MobiCom 2018: 129-144 - [i4]Mengwei Xu, Jiawei Liu, Yuanqiang Liu, Felix Xiaozhu Lin, Yunxin Liu, Xuanzhe Liu:
When Mobile Apps Going Deep: An Empirical Study of Mobile Deep Learning. CoRR abs/1812.05448 (2018) - 2017
- [j1]Gang Huang, Mengwei Xu, Felix Xiaozhu Lin, Yunxin Liu, Yun Ma, Saumay Pushp, Xuanzhe Liu:
ShuffleDog: Characterizing and Adapting User-Perceived Latency of Android Apps. IEEE Trans. Mob. Comput. 16(10): 2913-2926 (2017) - [c1]Mengwei Xu, Yun Ma, Xuanzhe Liu, Felix Xiaozhu Lin, Yunxin Liu:
AppHolmes: Detecting and Characterizing App Collusion among Third-Party Android Markets. WWW 2017: 143-152 - [i3]Mengwei Xu, Xuanzhe Liu, Yunxin Liu, Felix Xiaozhu Lin:
Accelerating Convolutional Neural Networks for Continuous Mobile Vision via Cache Reuse. CoRR abs/1712.01670 (2017) - [i2]Mengwei Xu, Feng Qian, Saumay Pushp:
Enabling Cooperative Inference of Deep Learning on Wearables and Smartphones. CoRR abs/1712.03073 (2017) - 2016
- [i1]Xuanzhe Liu, Mengwei Xu, Gang Huang, Teng Teng, Zibin Zheng, Hong Mei:
MUIT: A Middleware for Adaptive Mobile Web-based User Interfaces in WS-BPEL. CoRR abs/1602.09125 (2016)
Coauthor Index
[j28] [j27] [j26] [j24] [j23] [j22] [j21] [i50] [i49] [i48] [i46] [b1] [j19] [j16] [j15] [j14] [j11] [c47] [c46] [c45] [c44] [c43] [c41] [c40] [c37] [c36] [c35] [c34] [c33] [i45] [i43] [i42] [i41] [i39] [i34] [i32] [i31] [i29] [j10] [c32] [c31] [c29] [c28] [c27] [c24] [c23] [c22] [c21] [i26] [i25] [i24] [i22] [c20] [c19] [c17] [c16] [c15] [i21] [i20] [i19] [i18] [i17] [i16] [i15] [i14] [i13] [j7] [c14] [c13] [c11] [i12] [i10] [i8] [i7]
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