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Mengwei Xu

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

58

Venues

27

Active years

2017–2026

Best venue rank

A*

Where they publish

Papers

58 indexed papers, newest first.

YearVenueTitleAuthors
2026ACLDoes Chain-of-Thought Reasoning Help Mobile GUI Agents? An Empirical Study.Li Zhang, Longxi Gao, Mengwei Xu
2026MobisysShadowNPU: System and Algorithm Co-design for NPU-Centric On-Device LLM Inference.Wangsong Yin, Daliang Xu, Mengwei Xu, Gang Huang, Xuanzhe Liu
2026MobisysVLMCache: Efficient On-Device Vision-Language Model Inference.Yinyuan Zhang, Daliang Xu, Zhiyang Chen, Chenghua Wang, Ying Zhang, Mengwei Xu, Gang Huang
2026SENSYSAn Efficient Context Management System for On-Device LLMaaS.Wangsong Yin, Mengwei Xu, Yuanchun Li, Xuanzhe Liu
2025ACLDemystifying Small Language Models for Edge Deployment.Zhenyan Lu, Xiang Li, Dongqi Cai, Rongjie Yi, Fangming Liu, Wei Liu, Jian Luan, Xiwen Zhang, Nicholas D. Lane, Mengwei Xu
2025ASPLOSFast On-device LLM Inference with NPUs.Daliang Xu, Hao Zhang, Liming Yang, Ruiqi Liu, Gang Huang, Mengwei Xu, Xuanzhe Liu
2025CVPRGUI-Xplore: Empowering Generalizable GUI Agents with One Exploration.Yuchen Sun, Shanhui Zhao, Tao Yu, Hao Wen, Samith Va, Mengwei Xu, Yuanchun Li, Chongyang Zhang
2025EMNLPDroidCall: A Dataset for LLM-powered Android Intent Invocation.Weikai Xie, Li Zhang, Shihe Wang, Rongjie Yi, Mengwei Xu
2025ICLRShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents.Haiyang Shen, Yue Li, Desong Meng, Dongqi Cai, Sheng Qi, Li Zhang, Mengwei Xu, Yun Ma
2025ICPADSAndroidWMSearch: Mobile Agents Tree Search with World Model.Xianqing Jia, Li Zhang, Mengwei Xu
2025MOBICOMElastic On-Device LLM Service.Wangsong Yin, Rongjie Yi, Daliang Xu, Gang Huang, Mengwei Xu, Xuanzhe Liu
2024ASPLOSSoCFlow: Efficient and Scalable DNN Training on SoC-Clustered Edge Servers.Daliang Xu, Mengwei Xu, Chiheng Lou, Li Zhang, Gang Huang, Xin Jin, Xuanzhe Liu
2024ECAIA Practical Operational Semantics for Classical Planning in BDI Agents.Mengwei Xu, Tom Lumley, Ramon Fraga Pereira, Felipe Meneguzzi
2024ICPADSFlexible LAN-WAN Orchestration for Communication Efficient Federated Learning over Large-Scale Mobile Devices.Jinliang Yuan, Qing Li, Fan Dang, Xiaofang Mu, Hui Qi, Mengwei Xu, Shangguang Wang
2024INFOCOMResource-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
2024MOBICOMDeciphering 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
2024MOBICOMMobile Foundation Model as Firmware.Jinliang Yuan, Chen Yang, Dongqi Cai, Shihe Wang, Xin Yuan, Zeling Zhang, Xiang Li, Dingge Zhang, Hanzi Mei, Xianqing Jia, Shangguang Wang, Mengwei Xu
2024MobisysPoster: Efficient and Accurate Mobile Task Automation through Learning from Code.Shihe Wang, Li Zhang, Mengwei Xu
2024WWWTowards Energy-efficient Federated Learning via INT8-based Training on Mobile DSPs.Jinliang Yuan, Shangguang Wang, Hongyu Li, Daliang Xu, Yuanchun Li, Mengwei Xu, Xuanzhe Liu
2024UISTLlamaTouch: A Faithful and Scalable Testbed for Mobile UI Task Automation.Li Zhang, Shihe Wang, Xianqing Jia, Zhihan Zheng, Yunhe Yan, Longxi Gao, Yuanchun Li, Mengwei Xu
2024SENSYSPieBridge: Fast and Parameter-Efficient On-Device Training via Proxy Networks.Wangsong Yin, Daliang Xu, Gang Huang, Ying Zhang, Shiyun Wei, Mengwei Xu, Xuanzhe Liu
2024USENIXAn Empirical Study of Rust-for-Linux: The Success, Dissatisfaction, and Compromise.Hongyu Li, Liwei Guo, Yexuan Yang, Shangguang Wang, Mengwei Xu
2024USENIXFwdLLM: Efficient Federated Finetuning of Large Language Models with Perturbed Inferences.Mengwei Xu, Dongqi Cai, Yaozong Wu, Xiang Li, Shangguang Wang
2024USENIXMore is Different: Prototyping and Analyzing a New Form of Edge Server with Massive Mobile SoCs.Li Zhang, Zhe Fu, Boqing Shi, Xiang Li, Rujin Lai, Chenyang Yang, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu
2024USENIXHigh-density Mobile Cloud Gaming on Edge SoC Clusters.Li Zhang, Shangguang Wang, Mengwei Xu
2024RTSSExploring Real-Time Satellite Computing: From Energy and Thermal Perspectives.Qing Li, Shangguang Wang, Chenren Xu, Xiao Ma, Mengwei Xu, Ao Zhou, Ruolin Xing, Boyuan Yang, Zuo Zhu, Ying Zhang, Xuanzhe Liu
2023EuroSysTowards Practical Few-shot Federated NLP.Dongqi Cai, Yaozong Wu, Haitao Yuan, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu
2023ICPPTango: 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
2023INFOCOMPrivacy as a Resource in Differentially Private Federated Learning.Jinliang Yuan, Shangguang Wang, Shihe Wang, Yuanchun Li, Xiao Ma, Ao Zhou, Mengwei Xu
2023ICSOCNiagara: 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
2023IFMCAN-verify: A Verification Tool For BDI Agents.Mengwei Xu, Thibault Rivoalen, Blair Archibald, Michele Sevegnani
2023ISSREEvaluating 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
2023IWQoSA Holistic QoS View of Crowdsourced Edge Cloud Platform.Shihao Shen, Yicheng Feng, Mengwei Xu, Cheng Zhang, Xiaofei Wang, Wenyu Wang, Victor C. M. Leung
2023IWQoSHow 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
2023MOBICOMEfficient Federated Learning for Modern NLP.Dongqi Cai, Yaozong Wu, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu
2023MOBICOMFederated Few-Shot Learning for Mobile NLP.Dongqi Cai, Shangguang Wang, Yaozong Wu, Felix Xiaozhu Lin, Mengwei Xu
2023MobisysBoosting DNN Cold Inference on Edge Devices.Rongjie Yi, Ting Cao, Ao Zhou, Xiao Ma, Shangguang Wang, Mengwei Xu
2023WWWELASTIC: Edge Workload Forecasting based on Collaborative Cloud-Edge Deep Learning.Yanan Li, Haitao Yuan, Zhe Fu, Xiao Ma, Mengwei Xu, Shangguang Wang
2023RO-MANSuccessful Swarms: Operator Situational Awareness with Modelling and Verification at Runtime.Yue Gu, William Hunt, Blair Archibald, Mengwei Xu, Michele Sevegnani, Mohammad Divband Soorati
2022MOBICOMMandheling: 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
2022MobisysMelon: 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
2022WWWCommutativity-guaranteed Docker Image Reconstruction towards Effective Layer Sharing.Sisi Li, Ao Zhou, Xiao Ma, Mengwei Xu, Shangguang Wang
2022WWWA 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
2022SEKEVerifying BDI Agents in Dynamic Environments.Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu
2022UICTowards Robust Intelligence in Space.Xin Yuan, Ruolin Xing, Shangguang Wang, Mengwei Xu
2021IMCFrom 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
2021MobisysTowards Ubiquitous Learning: A First Measurement of On-Device Training Performance.Dongqi Cai, Qipeng Wang, Yuanqiang Liu, Yunxin Liu, Shangguang Wang, Mengwei Xu
2021WWWCharacterizing 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
2021USENIXVideo Analytics with Zero-streaming Cameras.Mengwei Xu, Tiantu Xu, Yunxin Liu, Felix Xiaozhu Lin
2021SEFMProbabilistic BDI Agents: Actions, Plans, and Intentions.Blair Archibald, Muffy Calder, Michele Sevegnani, Mengwei Xu
2020MOBICOMA query engine for zero-streaming cameras.Mengwei Xu, Tiantu Xu, Yunxin Liu, Xuanzhe Liu, Gang Huang, Felix Xiaozhu Lin
2020MobisysApproximate query service on autonomous IoT cameras.Mengwei Xu, Xiwen Zhang, Yunxin Liu, Gang Huang, Xuanzhe Liu, Felix Xiaozhu Lin
2019ICTAIIntention Interleaving Via Classical Replanning.Mengwei Xu, Kevin McAreavey, Kim Bauters, Weiru Liu
2019WWWA First Look at Deep Learning Apps on Smartphones.Mengwei Xu, Jiawei Liu, Yuanqiang Liu, Felix Xiaozhu Lin, Yunxin Liu, Xuanzhe Liu
2018EuroSysPower sandbox: power awareness redefined.Liwei Guo, Tiantu Xu, Mengwei Xu, Xuanzhe Liu, Felix Xiaozhu Lin
2018ICTAIA Framework for Plan Library Evolution in BDI Agent Systems.Mengwei Xu, Kim Bauters, Kevin McAreavey, Weiru Liu
2018MOBICOMDeepCache: Principled Cache for Mobile Deep Vision.Mengwei Xu, Mengze Zhu, Yunxin Liu, Felix Xiaozhu Lin, Xuanzhe Liu
2017WWWAppHolmes: Detecting and Characterizing App Collusion among Third-Party Android Markets.Mengwei Xu, Yun Ma, Xuanzhe Liu, Felix Xiaozhu Lin, Yunxin Liu