Mengwei Xu

According to our database, Mengwei Xu authored at least 94 papers between 2014 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

A Comprehensive Deep Learning Library Benchmark and Optimal Library Selection.

Qiyang Zhang, Xiangying Che, Yijie Chen, Xiao Ma, Mengwei Xu, Schahram Dustdar, Xuanzhe Liu, Shangguang Wang

IEEE Trans. Mob. Comput., May, 2024

FLASH: Heterogeneity-Aware Federated Learning at Scale.

Chengxu Yang, Mengwei Xu, Qipeng Wang, Zhenpeng Chen, Kang Huang, Yun Ma, Kaigui Bian, Gang Huang, Yunxin Liu, Xin Jin, Xuanzhe Liu

IEEE Trans. Mob. Comput., January, 2024

LLM as a System Service on Mobile Devices.

Wangsong Yin, Mengwei Xu, Yuanchun Li, Xuanzhe Liu

CoRR, 2024

FedRDMA: Communication-Efficient Cross-Silo Federated LLM via Chunked RDMA Transmission.

Zeling Zhang, Dongqi Cai, Yiran Zhang, Mengwei Xu, Shangguang Wang, Ao Zhou

CoRR, 2024

A First Look at GPT Apps: Landscape and Vulnerability.

Zejun Zhang, Li Zhang, Xin Yuan, Anlan Zhang, Mengwei Xu, Feng Qian

CoRR, 2024

Resource-efficient In-orbit Detection of Earth Objects.

Qiyang Zhang, Xin Yuan, Ruolin Xing, Yiran Zhang, Zimu Zheng, Xiao Ma, Mengwei Xu, Schahram Dustdar, Shangguang Wang

CoRR, 2024

Lightweight Protection for Privacy in Offloaded Speech Understanding.

Dongqi Cai, Shangguang Wang, Zeling Zhang, Felix Xiaozhu Lin, Mengwei Xu

CoRR, 2024

A Survey of Resource-efficient LLM and Multimodal Foundation Models.

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

CoRR, 2024

Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security.

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

CoRR, 2024

Deciphering the Enigma of Satellite Computing with COTS Devices: Measurement and Analysis.

Ruolin Xing, Mengwei Xu, Ao Zhou, Qing Li, Yiran Zhang, Feng Qian, Shangguang Wang

CoRR, 2024

2023

Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet.

Yanan Li, Guangqing Deng, Changming Bai, Jingyu Yang, Gang Wang, Hao Zhang, Jin Bai, Haitao Yuan, Mengwei Xu, Shangguang Wang

Proc. ACM Manag. Data, December, 2023

A large-scale holistic measurement of crowdsourced edge cloud platform.

Yicheng Feng, Shihao Shen, Mengwei Xu, Cheng Zhang, Xin Wang, Xiaofei Wang, Wenyu Wang, Victor C. M. Leung

World Wide Web (WWW), September, 2023

The First Verification Test of Space-Ground Collaborative Intelligence via Cloud-Native Satellites.

Shangguang Wang, Qiyang Zhang, Ruolin Xing, Fei Qi, Mengwei Xu

CoRR, 2023

LLMCad: Fast and Scalable On-device Large Language Model Inference.

Daliang Xu, Wangsong Yin, Xin Jin, Ying Zhang, Shiyun Wei, Mengwei Xu, Xuanzhe Liu

CoRR, 2023

Rethinking Mobile AI Ecosystem in the LLM Era.

Jinliang Yuan, Chen Yang, Dongqi Cai, Shihe Wang, Xin Yuan, Zeling Zhang, Xiang Li, Dingge Zhang, Hanzi Mei, Xianqing Jia, Shangguang Wang, Mengwei Xu

CoRR, 2023

EdgeMoE: Fast On-Device Inference of MoE-based Large Language Models.

Rongjie Yi, Liwei Guo, Shiyun Wei, Ao Zhou, Shangguang Wang, Mengwei Xu

CoRR, 2023

Federated Fine-tuning of Billion-Sized Language Models across Mobile Devices.

Mengwei Xu, Yaozong Wu, Dongqi Cai, Xiang Li, Shangguang Wang

CoRR, 2023

A Comprehensive Survey on Orbital Edge Computing: Systems, Applications, and Algorithms.

Changhao Wu, Yuanchun Li, Mengwei Xu, Chongbin Guo, Zengshan Yin, Weiwei Gao, Chuanxiu Chi

CoRR, 2023

ELASTIC: Edge Workload Forecasting based on Collaborative Cloud-Edge Deep Learning.

Yanan Li, Haitao Yuan, Zhe Fu, Xiao Ma, Mengwei Xu, Shangguang Wang

Proceedings of the ACM Web Conference 2023, 2023

Successful Swarms: Operator Situational Awareness with Modelling and Verification at Runtime.

Yue Gu, William Hunt, Blair Archibald, Mengwei Xu, Michele Sevegnani, Mohammad Divband Soorati

Proceedings of the 32nd IEEE International Conference on Robot and Human Interactive Communication, 2023

Quantitative Verification and Strategy Synthesis for BDI Agents.

Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu

Proceedings of the NASA Formal Methods - 15th International Symposium, 2023

Boosting DNN Cold Inference on Edge Devices.

Rongjie Yi, Ting Cao, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu

Proceedings of the 21st Annual International Conference on Mobile Systems, 2023

Federated Few-Shot Learning for Mobile NLP.

Dongqi Cai, Shangguang Wang, Yaozong Wu, Felix Xiaozhu Lin, Mengwei Xu

Proceedings of the 29th Annual International Conference on Mobile Computing and Networking, 2023

Efficient Federated Learning for Modern NLP.

Dongqi Cai, Yaozong Wu, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu

Proceedings of the 29th Annual International Conference on Mobile Computing and Networking, 2023

How Far Have Edge Clouds Gone? A Spatial-Temporal Analysis of Edge Network Latency In the Wild.

Heng Zhang, Shaoyuan Huang, Mengwei Xu, Deke Guo, Xiaofei Wang, Victor C. M. Leung, Wenyu Wang

Proceedings of the 31st IEEE/ACM International Symposium on Quality of Service, 2023

A Holistic QoS View of Crowdsourced Edge Cloud Platform.

Shihao Shen, Yicheng Feng, Mengwei Xu, Cheng Zhang, Xiaofei Wang, Wenyu Wang, Victor C. M. Leung

Proceedings of the 31st IEEE/ACM International Symposium on Quality of Service, 2023

Evaluating and Enhancing the Robustness of Federated Learning System against Realistic Data Corruption.

Chen Yang, Yuanchun Li, Hao Lu, Jinliang Yuan, Qibo Sun, Shangguang Wang, Mengwei Xu

Proceedings of the 34th IEEE International Symposium on Software Reliability Engineering, 2023

Privacy as a Resource in Differentially Private Federated Learning.

Jinliang Yuan, Shangguang Wang, Shihe Wang, Yuanchun Li, Xiao Ma, Ao Zhou, Mengwei Xu

Proceedings of the IEEE INFOCOM 2023, 2023

CAN-verify: A Verification Tool For BDI Agents.

Mengwei Xu, Thibault Rivoalen, Blair Archibald, Michele Sevegnani

Proceedings of the iFM 2023 - 18th International Conference, 2023

Niagara: Scheduling DNN Inference Services on Heterogeneous Edge Processors.

Daliang Xu, Qing Li, Mengwei Xu, Kang Huang, Gang Huang, Shangguang Wang, Xin Jin, Yun Ma, Xuanzhe Liu

Proceedings of the Service-Oriented Computing - 21st International Conference, 2023

Tango: Harmonious Management and Scheduling for Mixed Services Co-located among Distributed Edge-Clouds.

Yicheng Feng, Shihao Shen, Mengwei Xu, Yuanming Ren, Xiaofei Wang, Victor C. M. Leung, Wenyu Wang

Proceedings of the 52nd International Conference on Parallel Processing, 2023

Towards Practical Few-shot Federated NLP.

Dongqi Cai, Yaozong Wu, Haitao Yuan, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu

Proceedings of the 3rd Workshop on Machine Learning and Systems, 2023

Uncertain Machine Ethical Decisions Using Hypothetical Retrospection.

Simon Kolker, Louise A. Dennis, Ramon Fraga Pereira, Mengwei Xu

Proceedings of the Coordination, Organizations, Institutions, Norms, and Ethics for Governance of Multi-Agent Systems XVI, 2023

FedAdapter: Efficient Federated Learning for Mobile NLP.

Dongqi Cai, Yaozong Wu, Shangguang Wang, Mengwei Xu

Proceedings of the ACM Turing Award Celebration Conference - China 2023, 2023

2022

Modelling and verifying BDI agents with bigraphs.

Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu

Sci. Comput. Program., 2022

SoC-Cluster as an Edge Server: an Application-driven Measurement Study.

Li Zhang, Zhe Fu, Boqing Shi, Xiang Li, Rujin Lai, Chenyang Chen, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu

CoRR, 2022

Federated NLP in Few-shot Scenarios.

Dongqi Cai, Shangguang Wang, Yaozong Wu, Felix Xiaozhu Lin, Mengwei Xu

CoRR, 2022

AUG-FedPrompt: Practical Few-shot Federated NLP with Data-augmented Prompts.

Dongqi Cai, Yaozong Wu, Haitao Yuan, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu

CoRR, 2022

Accelerating Vertical Federated Learning.

Dongqi Cai, Tao Fan, Yan Kang, Lixin Fan, Mengwei Xu, Shangguang Wang, Qiang Yang

CoRR, 2022

Device-centric Federated Analytics At Ease.

Li Zhang, Junji Qiu, Shangguang Wang, Mengwei Xu

CoRR, 2022

Mandheling: Mixed-Precision On-Device DNN Training with DSP Offloading.

Daliang Xu, Mengwei Xu, Qipeng Wang, Shangguang Wang, Yun Ma, Kang Huang, Guang Huang, Xin Jin, Xuanzhe Liu

CoRR, 2022

Understanding and Optimizing Deep Learning Cold-Start Latency on Edge Devices.

Rongjie Yi, Ting Cao, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu

CoRR, 2022

AutoFedNLP: An efficient FedNLP framework.

Dongqi Cai, Yaozong Wu, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu

CoRR, 2022

A Comprehensive Benchmark of Deep Learning Libraries on Mobile Devices.

Qiyang Zhang, Xiang Li, Xiangying Che, Xiao Ma, Ao Zhou, Mengwei Xu, Shangguang Wang, Yun Ma, Xuanzhe Liu

Proceedings of the WWW '22: The ACM Web Conference 2022, Virtual Event, Lyon, France, April 25, 2022

Commutativity-guaranteed Docker Image Reconstruction towards Effective Layer Sharing.

Sisi Li, Ao Zhou, Xiao Ma, Mengwei Xu, Shangguang Wang

Proceedings of the WWW '22: The ACM Web Conference 2022, Virtual Event, Lyon, France, April 25, 2022

Towards Robust Intelligence in Space.

Xin Yuan, Ruolin Xing, Shangguang Wang, Mengwei Xu

Proceedings of the IEEE Smartworld, 2022

Verifying BDI Agents in Dynamic Environments.

Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu

Proceedings of the 34th International Conference on Software Engineering and Knowledge Engineering, 2022

Melon: breaking the memory wall for resource-efficient on-device machine learning.

Qipeng Wang, Mengwei Xu, Chao Jin, Xinran Dong, Jinliang Yuan, Xin Jin, Gang Huang, Yunxin Liu, Xuanzhe Liu

Proceedings of the MobiSys '22: The 20th Annual International Conference on Mobile Systems, Applications and Services, Portland, Oregon, 27 June 2022, 2022

Mandheling: mixed-precision on-device DNN training with DSP offloading.

Daliang Xu, Mengwei Xu, Qipeng Wang, Shangguang Wang, Yun Ma, Kang Huang, Gang Huang, Xin Jin, Xuanzhe Liu

Proceedings of the ACM MobiCom '22: The 28th Annual International Conference on Mobile Computing and Networking, Sydney, NSW, Australia, October 17, 2022

Position Paper: Renovating Edge Servers with ARM SoCs.

Mengwei Xu, Li Zhang, Shangguang Wang

Proceedings of the 7th IEEE/ACM Symposium on Edge Computing, 2022

2021

A Case for Camera-as-a-Service.

Mengwei Xu, Yunxin Liu, Xuanzhe Liu

IEEE Pervasive Comput., 2021

Joint Placement of UPF and Edge Server for 6G Network.

Yuanzhe Li, Xiao Ma, Mengwei Xu, Ao Zhou, Qibo Sun, Ning Zhang, Shangguang Wang

IEEE Internet Things J., 2021

Autonomous Learning System Towards Mobile Intelligence.

Mengwei Xu, Yuanqiang Liu, Kang Huang, Xuanzhe Liu, Gang Huang

Int. J. Softw. Informatics, 2021

Observable and Attention-Directing BDI Agents for Human-Autonomy Teaming.

Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu

Proceedings of the Proceedings Third Workshop on Formal Methods for Autonomous Systems, 2021

Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data.

Chengxu Yang, Qipeng Wang, Mengwei Xu, Zhenpeng Chen, Kaigui Bian, Yunxin Liu, Xuanzhe Liu

Proceedings of the WWW '21: The Web Conference 2021, 2021

Video Analytics with Zero-streaming Cameras.

Mengwei Xu, Tiantu Xu, Yunxin Liu, Felix Xiaozhu Lin

Proceedings of the 2021 USENIX Annual Technical Conference, 2021

TaintStream: fine-grained taint tracking for big data platforms through dynamic code translation.

Chengxu Yang, Yuanchun Li, Mengwei Xu, Zhenpeng Chen, Yunxin Liu, Gang Huang, Xuanzhe Liu

Proceedings of the ESEC/FSE '21: 29th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, 2021

Probabilistic BDI Agents: Actions, Plans, and Intentions.

Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu

Proceedings of the Software Engineering and Formal Methods - 19th International Conference, 2021

Towards Ubiquitous Learning: A First Measurement of On-Device Training Performance.

Dongqi Cai, Qipeng Wang, Yuanqiang Liu, Yunxin Liu, Shangguang Wang, Mengwei Xu

Proceedings of the EMDL@MobiSys 2021: Proceedings of the 5th International Workshop on Embedded and Mobile Deep Learning, 2021

Boosting Mobile CNN Inference through Semantic Memory.

Yun Li, Chen Zhang, Shihao Han, Li Lyna Zhang, Baoqun Yin, Yunxin Liu, Mengwei Xu

Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

From cloud to edge: a first look at public edge platforms.

Mengwei Xu, Zhe Fu, Xiao Ma, Li Zhang, Yanan Li, Feng Qian, Shangguang Wang, Ke Li, Jingyu Yang, Xuanzhe Liu

Proceedings of the IMC '21: ACM Internet Measurement Conference, 2021

Tiansuan Constellation: An Open Research Platform.

Shangguang Wang, Qing Li, Mengwei Xu, Xiao Ma, Ao Zhou, Qibo Sun

Proceedings of the IEEE International Conference on Edge Computing, 2021

2020

Extending BDI agents with robust program execution, adaptive plan library, and efficient intention progression.

Mengwei Xu

PhD thesis, 2020

DeepWear: Adaptive Local Offloading for On-Wearable Deep Learning.

Mengwei Xu, Feng Qian, Mengze Zhu, Feifan Huang, Saumay Pushp, Xuanzhe Liu

IEEE Trans. Mob. Comput., 2020

Relaxed constant positive linear dependence constraint qualification and its application to bilevel programs.

Mengwei Xu, Jane J. Ye

J. Glob. Optim., 2020

Hierarchical Federated Learning through LAN-WAN Orchestration.

Jinliang Yuan, Mengwei Xu, Xiao Ma, Ao Zhou, Xuanzhe Liu, Shangguang Wang

CoRR, 2020

Heterogeneity-Aware Federated Learning.

Chengxu Yang, Qipeng Wang, Mengwei Xu, Shangguang Wang, Kaigui Bian, Xuanzhe Liu

CoRR, 2020

Neural Architecture Search over Decentralized Data.

Mengwei Xu, Yuxin Zhao, Kaigui Bian, Gang Huang, Qiaozhu Mei, Xuanzhe Liu

CoRR, 2020

Approximate query service on autonomous IoT cameras.

Mengwei Xu, Xiwen Zhang, Yunxin Liu, Gang Huang, Xuanzhe Liu, Felix Xiaozhu Lin

Proceedings of the MobiSys '20: The 18th Annual International Conference on Mobile Systems, 2020

A query engine for zero-streaming cameras.

Mengwei Xu, Tiantu Xu, Yunxin Liu, Xuanzhe Liu, Gang Huang, Felix Xiaozhu Lin

Proceedings of the MobiCom '20: The 26th Annual International Conference on Mobile Computing and Networking, 2020

2019

MUIT: A Domain-Specific Language and its Middleware for Adaptive Mobile Web-Based User Interfaces in WS-BPEL.

Xuanzhe Liu, Mengwei Xu, Teng Teng, Gang Huang, Hong Mei

IEEE Trans. Serv. Comput., 2019

Approximate Query Processing on Autonomous Cameras.

Mengwei Xu, Xiwen Zhang, Yunxin Liu, Xuanzhe Liu, Felix Xiaozhu Lin

CoRR, 2019

Supporting Video Queries on Zero-Streaming Cameras.

Mengwei Xu, Tiantu Xu, Yunxin Liu, Xuanzhe Liu, Gang Huang, Felix Xiaozhu Lin

CoRR, 2019

A First Look at Deep Learning Apps on Smartphones.

Mengwei Xu, Jiawei Liu, Yuanqiang Liu, Felix Xiaozhu Lin, Yunxin Liu, Xuanzhe Liu

Proceedings of the World Wide Web Conference, 2019

Intention Interleaving Via Classical Replanning.

Mengwei Xu, Kevin McAreavey, Kim Bauters, Weiru Liu

Proceedings of the 31st IEEE International Conference on Tools with Artificial Intelligence, 2019

2018

DeepType: On-Device Deep Learning for Input Personalization Service with Minimal Privacy Concern.

Mengwei Xu, Feng Qian, Qiaozhu Mei, Kang Huang, Xuanzhe Liu

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2018

PrivacyShield: A Mobile System for Supporting Subtle Just-in-time Privacy Provisioning through Off-Screen-based Touch Gestures.

Saumay Pushp, Yunxin Liu, Mengwei Xu, Changyoung Koh, Junehwa Song

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2018

When Mobile Apps Going Deep: An Empirical Study of Mobile Deep Learning.

Mengwei Xu, Jiawei Liu, Yuanqiang Liu, Felix Xiaozhu Lin, Yunxin Liu, Xuanzhe Liu

CoRR, 2018

Quantitative Stability of Two-Stage Linear Second-Order Conic Stochastic Programs with Full Random Recourse.

Qingsong Duan, Mengwei Xu, Shaoyan Guo, Liwei Zhang

Asia Pac. J. Oper. Res., 2018

A Formal Approach to Embedding First-Principles Planning in BDI Agent Systems.

Mengwei Xu, Kim Bauters, Kevin McAreavey, Weiru Liu

Proceedings of the Scalable Uncertainty Management - 12th International Conference, 2018

DeepCache: Principled Cache for Mobile Deep Vision.

Mengwei Xu, Mengze Zhu, Yunxin Liu, Felix Xiaozhu Lin, Xuanzhe Liu

Proceedings of the 24th Annual International Conference on Mobile Computing and Networking, 2018

A Framework for Plan Library Evolution in BDI Agent Systems.

Mengwei Xu, Kim Bauters, Kevin McAreavey, Weiru Liu

Proceedings of the IEEE 30th International Conference on Tools with Artificial Intelligence, 2018

Using Touch-screen Gestures for Just-in-time Privacy Provisioning.

Saumay Pushp, Yunxin Liu, Mengwei Xu, Junehwa Song

Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers, 2018

Power sandbox: power awareness redefined.

Liwei Guo, Tiantu Xu, Mengwei Xu, Xuanzhe Liu, Felix Xiaozhu Lin

Proceedings of the Thirteenth EuroSys Conference, 2018

2017

ShuffleDog: Characterizing and Adapting User-Perceived Latency of Android Apps.

Gang Huang, Mengwei Xu, Felix Xiaozhu Lin, Yunxin Liu, Yun Ma, Saumay Pushp, Xuanzhe Liu

IEEE Trans. Mob. Comput., 2017

Enabling Cooperative Inference of Deep Learning on Wearables and Smartphones.

Mengwei Xu, Feng Qian, Saumay Pushp

CoRR, 2017

Accelerating Convolutional Neural Networks for Continuous Mobile Vision via Cache Reuse.

Mengwei Xu, Xuanzhe Liu, Yunxin Liu, Felix Xiaozhu Lin

CoRR, 2017

AppHolmes: Detecting and Characterizing App Collusion among Third-Party Android Markets.

Mengwei Xu, Yun Ma, Xuanzhe Liu, Felix Xiaozhu Lin, Yunxin Liu

Proceedings of the 26th International Conference on World Wide Web, 2017

2016

MUIT: A Middleware for Adaptive Mobile Web-based User Interfaces in WS-BPEL.

Xuanzhe Liu, Mengwei Xu, Gang Huang, Teng Teng, Zibin Zheng, Hong Mei

CoRR, 2016

2015

Smoothing SQP Methods for Solving Degenerate Nonsmooth Constrained Optimization Problems with Applications to Bilevel Programs.

Mengwei Xu, Jane J. Ye, Liwei Zhang

SIAM J. Optim., 2015

Smoothing augmented Lagrangian method for nonsmooth constrained optimization problems.

Mengwei Xu, Jane J. Ye, Liwei Zhang

J. Glob. Optim., 2015

2014

On solving simple bilevel programs with a nonconvex lower level program.

Gui-Hua Lin, Mengwei Xu, Jane J. Ye

Math. Program., 2014

A smoothing augmented Lagrangian method for solving simple bilevel programs.

Mengwei Xu, Jane J. Ye

Comput. Optim. Appl., 2014

Solving semi-infinite programs by smoothing projected gradient method.

Mengwei Xu, Soon-Yi Wu, Jane J. Ye

Comput. Optim. Appl., 2014