Mengwei Xu

1. Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
   2024/01/10 by Yuanchun Li, Hao Wen, Li, Yuanchun +47 · 41 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Natural Language Processing Techniques #Software Engineering (cs.SE) #Topic Modeling
2. Small Language Models: Survey, Measurements, and Insights
   2024/09/24 by Zhichun Lu, Xiang Li, Lu, Zhenyan +12 · 23 citations
   Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #Expert finding and Q&A systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
3. EdgeMoE: Empowering Sparse Large Language Models on Mobile Devices
   2023/08/28 by Rongjie Yi, Liwei Guo, Yi, Rongjie +9 · 12 citations
   Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Topic Modeling
4. Fast On-device LLM Inference with NPUs
   2024/07/08 by Daliang Xu, Hao Zhang, Xu, Daliang +11 · 16 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Power Line Communications and Noise #VLSI and Analog Circuit Testing
5. LlamaTouch: A Faithful and Scalable Testbed for Mobile UI Task Automation
   2024/04/12 by Li Zhang, Shihe Wang, Zhang, Li +13 · 13 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Interactive and Immersive Displays #IoT and Edge/Fog Computing
6. A Survey of Resource-efficient LLM and Multimodal Foundation Models
   2024/01/16 by Mengwei Xu, Wangsong Yin, Xu, Mengwei +33 · 10 citations
   Computer Science · #Topic Modeling
7. ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents
   2024/06/28 by Haiyang Shen, Yue Li, Shen, Haiyang +13 · 8 citations
   Business, Management and Accounting · Computer Science · #Artificial Intelligence (cs.AI) #Business Process Modeling and Analysis #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Service-Oriented Architecture and Web Services #Software Engineering (cs.SE)
8. FedAdapter: Efficient Federated Learning for Modern NLP
   2022/05/20 by Dongqi Cai, Yaozong Wu, Cai, Dongqi +7 · 4 citations
   Computer Science · Medicine · #Privacy-Preserving Technologies in Data #COVID-19 diagnosis using AI #Artificial Intelligence in Healthcare and Education
9. Mandheling: Mixed-Precision On-Device DNN Training with DSP Offloading
   2022/06/15 by Daliang Xu, Xu, Daliang, Mengwei Xu +15 · 4 citations
   Computer Science · Engineering · #Parallel Computing and Optimization Techniques #Advanced Neural Network Applications #Ferroelectric and Negative Capacitance Devices
10. FedMoE: Personalized Federated Learning via Heterogeneous Mixture of Experts
    2024/08/21 by Hanzi Mei, Mei, Hanzi, Dongqi Cai +7 · 7 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques
11. A First Look at GPT Apps: Landscape and Vulnerability
    2024/02/23 by Zejun Zhang, Li Zhang, Zhang, Zejun +8 · 5 citations
    Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
12. MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
    2025/06/09 by Yunhe Yan, Shihe Wang, Yan, Yunhe +25 · 13 citations
    Computer Science · Decision Sciences · #Advanced Software Engineering Methodologies #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Personal Information Management and User Behavior #Usability and User Interface Design
13. LLM as a System Service on Mobile Devices
    2024/03/18 by Wangsong Yin, Mengwei Xu, Yin, Wangsong +5 · 3 citations
    Business, Management and Accounting · Computer Science · #Advanced Computational Techniques and Applications #Business Process Modeling and Analysis #FOS: Computer and information sciences #Operating Systems (cs.OS) #Wireless Sensor Networks for Data Analysis
14. GUI-Shift: Enhancing VLM-Based GUI Agents through Self-supervised Reinforcement Learning
    2025/05/18 by Longxi Gao, Li Zhang, Gao, Longxi +9 · 5 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Topic Modeling
15. Modelling and Verifying BDI Agents with Bigraphs
    2021/05/06 by Blair Archibald, Muffy Calder, Archibald, Blair +5 · 1 citation
    Computer Science · #Multi-Agent Systems and Negotiation #Logic, Reasoning, and Knowledge #Formal Methods in Verification
16. Benchmarking of DL Libraries and Models on Mobile Devices
    2022/02/14 by Qiyang Zhang, Xiang Li, Zhang, Qiyang +15 · 1 citation
    Computer Science · Engineering · #Age of Information Optimization #FOS: Computer and information sciences #Green IT and Sustainability #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI)
17. More is Different: Prototyping and Analyzing a New Form of Edge Server with Massive Mobile SoCs
    2022/12/25 by Li Zhang, Zhe Fu, Zhang, Li +16 · 1 citation
    Computer Science · #Age of Information Optimization #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Parallel #and Cluster Computing (cs.DC)
18. Does Chain-of-Thought Reasoning Help Mobile GUI Agent? An Empirical Study
    2025/03/21 by Li Zhang, Zhang, Li, Longxi Gao +3 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Speech and dialogue systems
19. DeepWear: Adaptive Local Offloading for On-Wearable Deep Learning
    2017/12/01 by Mengwei Xu, Xu, Mengwei, Feng Qian +9 · 1 citation
    Computer Science · Engineering · #Computers and Society (cs.CY) #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Green IT and Sustainability #IoT and Edge/Fog Computing #Machine Learning (cs.LG)
20. A Comprehensive Survey on Orbital Edge Computing: Systems, Applications, and Algorithms
    2023/06/01 by Changhao Wu, Wu, Changhao, Yuanchun Li +11 · 1 citation
    Engineering · Physics and Astronomy · #68M14 #C.2.4 #Distributed #FOS: Computer and information sciences #Parallel #Satellite Communication Systems #Space Satellite Systems and Control #Space exploration and regulation #and Cluster Computing (cs.DC)
21. PhoneLM:an Efficient and Capable Small Language Model Family through Principled Pre-training
    2024/11/07 by Runduan Yi, Yi, Rongjie, Xiang Li +15 · 1 citation
    Computer Science · #Topic Modeling #Speech Recognition and Synthesis #Natural Language Processing Techniques
22. Run-time Quantitative Operational Monitoring for BDI Agents
    2026/07/28 by Marie Farrell, Angelo Ferrando, Mengwei Xu