Mengwei Xu

ORCID

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 115

Top Venues

CoRR

WWW

MobiCom

IEEE Trans. Mob. Comput.

Publications

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)
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 (2024)
Zeling Zhang, Dongqi Cai, Yiran Zhang, Mengwei Xu, Shangguang Wang, Ao Zhou
FedRDMA: Communication-Efficient Cross-Silo Federated LLM via Chunked RDMA Transmission. CoRR (2024)
Wangsong Yin, Mengwei Xu, Yuanchun Li, Xuanzhe Liu
LLM as a System Service on Mobile Devices. CoRR (2024)
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 (2024)
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)
Zejun Zhang, Li Zhang, Xin Yuan, Anlan Zhang, Mengwei Xu, Feng Qian
A First Look at GPT Apps: Landscape and Vulnerability. CoRR (2024)
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) (2024)
Shihe Wang, Li Zhang, Mengwei Xu
Poster: Efficient and Accurate Mobile Task Automation through Learning from Code. MobiSys (2024)
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)
Daliang Xu, Hao Zhang, Liming Yang, Ruiqi Liu, Gang Huang, Mengwei Xu, Xuanzhe Liu
Empowering 1000 tokens/second on-device LLM prefilling with mllm-NPU. CoRR (2024)
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)
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)
Xiang Li, Zhenyan Lu, Dongqi Cai, Xiao Ma, Mengwei Xu
Large Language Models on Mobile Devices: Measurements, Analysis, and Insights. EdgeFM@MobiSys (2024)
Pai Zeng, Zhenyu Ning, Jieru Zhao, Weihao Cui, Mengwei Xu, Liwei Guo, Xusheng Chen, Yizhou Shan
The CAP Principle for LLM Serving: A Survey of Long-Context Large Language Model Serving. CoRR (2024)
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)
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 (2024)
Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu
Quantitative modelling and analysis of BDI agents. Softw. Syst. Model. 23 (2) (2024)
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)
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 (2024)
Li Zhang, Shangguang Wang, Mengwei Xu
High-density Mobile Cloud Gaming on Edge SoC Clusters. USENIX ATC (2024)
Mengwei Xu, Dongqi Cai, Yaozong Wu, Xiang Li, Shangguang Wang
FwdLLM: Efficient Federated Finetuning of Large Language Models with Perturbed Inferences. USENIX ATC (2024)
Dongqi Cai, Shangguang Wang, Zeling Zhang, Felix Xiaozhu Lin, Mengwei Xu
Lightweight Protection for Privacy in Offloaded Speech Understanding. CoRR (2024)
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)
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) (2024)
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 (2024)
Mengwei Xu, Louise A. Dennis, Mustafa A. Mustafa
Safeguard Privacy for Minimal Data Collection with Trustworthy Autonomous Agents. AAMAS (2024)
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 (2024)
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) (2024)
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) (2024)
Daliang Xu, Hao Zhang, Liming Yang, Ruiqi Liu, Mengwei Xu, Xuanzhe Liu
WiP: Efficient LLM Prefilling with Mobile NPU. EdgeFM@MobiSys (2024)
Yue Gu, William Hunt, Blair Archibald, Mengwei Xu, Michele Sevegnani, Mohammad Divband Soorati
Successful Swarms: Operator Situational Awareness with Modelling and Verification at Runtime. RO-MAN (2023)
Dongqi Cai, Yaozong Wu, Shangguang Wang, Mengwei Xu
FedAdapter: Efficient Federated Learning for Mobile NLP. ACM TUR-C (2023)
Mengwei Xu, Thibault Rivoalen, Blair Archibald, Michele Sevegnani
CAN-verify: A Verification Tool For BDI Agents. iFM (2023)
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)
Mengwei Xu, Yaozong Wu, Dongqi Cai, Xiang Li, Shangguang Wang
Federated Fine-tuning of Billion-Sized Language Models across Mobile Devices. CoRR (2023)
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)
Dongqi Cai, Shangguang Wang, Yaozong Wu, Felix Xiaozhu Lin, Mengwei Xu
Federated Few-Shot Learning for Mobile NLP. MobiCom (2023)
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)
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)
Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu
Quantitative Verification and Strategy Synthesis for BDI Agents. NFM (2023)
Rongjie Yi, Liwei Guo, Shiyun Wei, Ao Zhou, Shangguang Wang, Mengwei Xu
EdgeMoE: Fast On-Device Inference of MoE-based Large Language Models. CoRR (2023)
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)
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 (2023)
Shangguang Wang, Qiyang Zhang, Ruolin Xing, Fei Qi, Mengwei Xu
The First Verification Test of Space-Ground Collaborative Intelligence via Cloud-Native Satellites. CoRR (2023)
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) (2023)
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)
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 (2023)
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)
Simon Kolker, Louise A. Dennis, Ramon Fraga Pereira, Mengwei Xu
Uncertain Machine Ethical Decisions Using Hypothetical Retrospection. COINE (2023)
Dongqi Cai, Yaozong Wu, Haitao Yuan, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu
Towards Practical Few-shot Federated NLP. EuroMLSys@EuroSys (2023)
Rongjie Yi, Ting Cao, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu
Boosting DNN Cold Inference on Edge Devices. MobiSys (2023)
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 (2023)
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) (2023)
Simon Kolker, Louise Dennis, Ramon Fraga Pereira, Mengwei Xu
Uncertain Machine Ethical Decisions Using Hypothetical Retrospection. CoRR (2023)
Dongqi Cai, Yaozong Wu, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu
Efficient Federated Learning for Modern NLP. MobiCom (2023)
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 (2022)
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 (2022)
Dongqi Cai, Yaozong Wu, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu
AutoFedNLP: An efficient FedNLP framework. CoRR (2022)
Rongjie Yi, Ting Cao, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu
Understanding and Optimizing Deep Learning Cold-Start Latency on Edge Devices. CoRR (2022)
Mengwei Xu, Li Zhang, Shangguang Wang
Position Paper: Renovating Edge Servers with ARM SoCs. SEC (2022)
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 (2022)
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)
Dongqi Cai, Shangguang Wang, Yaozong Wu, Felix Xiaozhu Lin, Mengwei Xu
Federated NLP in Few-shot Scenarios. CoRR (2022)
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 (2022)
Sisi Li, Ao Zhou, Xiao Ma, Mengwei Xu, Shangguang Wang
Commutativity-guaranteed Docker Image Reconstruction towards Effective Layer Sharing. WWW (2022)
Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu
Verifying BDI Agents in Dynamic Environments. SEKE (2022)
Dongqi Cai, Tao Fan, Yan Kang, Lixin Fan, Mengwei Xu, Shangguang Wang, Qiang Yang
Accelerating Vertical Federated Learning. CoRR (2022)
Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu
Modelling and verifying BDI agents with bigraphs. Sci. Comput. Program. 215 (2022)
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)
Xin Yuan, Ruolin Xing, Shangguang Wang, Mengwei Xu
Towards Robust Intelligence in Space. SmartWorld/UIC/ScalCom/DigitalTwin/PriComp/Meta (2022)
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)
Li Zhang, Junji Qiu, Shangguang Wang, Mengwei Xu
Device-centric Federated Analytics At Ease. CoRR (2022)
Shangguang Wang, Qing Li, Mengwei Xu, Xiao Ma, Ao Zhou, Qibo Sun
Tiansuan Constellation: An Open Research Platform. EDGE (2021)
Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu
Observable and Attention-Directing BDI Agents for Human-Autonomy Teaming. FMAS (2021)
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) (2021)
Shangguang Wang, Qing Li, Mengwei Xu, Xiao Ma, Ao Zhou, Qibo Sun
Tiansuan Constellation: An Open Research Platform. CoRR (2021)
Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu
Modelling and Verifying BDI Agents with Bigraphs. CoRR (2021)
Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu
Probabilistic BDI Agents: Actions, Plans, and Intentions. SEFM (2021)
Mengwei Xu, Yunxin Liu, Xuanzhe Liu
A Case for Camera-as-a-Service. IEEE Pervasive Comput. 20 (2) (2021)
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)
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 (2021)
Yun Li, Chen Zhang, Shihao Han, Li Lyna Zhang, Baoqun Yin, Yunxin Liu, Mengwei Xu
Boosting Mobile CNN Inference through Semantic Memory. CoRR (2021)
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)
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)
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)
Mengwei Xu, Tiantu Xu, Yunxin Liu, Felix Xiaozhu Lin
Video Analytics with Zero-streaming Cameras. USENIX Annual Technical Conference (2021)
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)
Mengwei Xu, Yuanqiang Liu, Kang Huang, Xuanzhe Liu, Gang Huang
Autonomous Learning System Towards Mobile Intelligence. Int. J. Softw. Informatics 11 (2) (2021)
Mengwei Xu, Tiantu Xu, Yunxin Liu, Xuanzhe Liu, Gang Huang, Felix Xiaozhu Lin
A query engine for zero-streaming cameras. MobiCom (2020)
Mengwei Xu, Xiwen Zhang, Yunxin Liu, Gang Huang, Xuanzhe Liu, Felix Xiaozhu Lin
Approximate query service on autonomous IoT cameras. MobiSys (2020)
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) (2020)
Chengxu Yang, Qipeng Wang, Mengwei Xu, Shangguang Wang, Kaigui Bian, Xuanzhe Liu
Heterogeneity-Aware Federated Learning. CoRR (2020)
Mengwei Xu, Jane J. Ye
Relaxed constant positive linear dependence constraint qualification and its application to bilevel programs. J. Glob. Optim. 78 (1) (2020)
Mengwei Xu, Yuxin Zhao, Kaigui Bian, Gang Huang, Qiaozhu Mei, Xuanzhe Liu
Neural Architecture Search over Decentralized Data. CoRR (2020)
Jinliang Yuan, Mengwei Xu, Xiao Ma, Ao Zhou, Xuanzhe Liu, Shangguang Wang
Hierarchical Federated Learning through LAN-WAN Orchestration. CoRR (2020)
Mengwei Xu, Tiantu Xu, Yunxin Liu, Xuanzhe Liu, Gang Huang, Felix Xiaozhu Lin
Supporting Video Queries on Zero-Streaming Cameras. CoRR (2019)
Xuazhe 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) (2019)
Mengwei Xu, Jiawei Liu, Yuanqiang Liu, Felix Xiaozhu Lin, Yunxin Liu, Xuanzhe Liu
A First Look at Deep Learning Apps on Smartphones. WWW (2019)
Mengwei Xu, Kevin McAreavey, Kim Bauters, Weiru Liu
Intention Interleaving Via Classical Replanning. ICTAI (2019)

Mengwei Xu.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

Mengwei Xu